{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Density Estimation with Neural ODEs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`torchdyn` allows for easy implementation of density estimation models. Continuous normalizing flows (CNFs) sidestep architectural restrictions of discrete flows, necessary to preserve tractability of Jacobian log-determinants. By means of a change of variables in continuous-depth, the determinant requirement turns into a much cheaper trace requirement. \n",
    "\n",
    "The flow is normalized by this instantaneous divergence to preserve the integral norm of the density throughout the dynamics. We refer to this excellent tutorial and survey for an in-depth introduction.\n",
    "\n",
    "This notebooks shows a regular *continuous normalizing flow* [CNF](https://arxiv.org/abs/1806.07366), implemented with a few lines of `torchdyn`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys ; sys.path.append('../')\n",
    "import torchdyn; from torchdyn.models import *; from torchdyn.datasets import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Data**: we use a standard N-gaussians dataset. The data is z-normalized for easier training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1f410d16788>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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H6w4vXbqExWIR8UuA/fv3o9FoRK3jcqJG8V7INq+W7Ik+7vP5CIfD9PT0MDw8THV1NZIk0dLSQk9PDyaTiXA4THNzM+Pj46SmppKenk5JSQnd3d2Mjo4ik8lQKpVYrVamp6c5ePCgqFVsbGxELpfz5JNPsmHDBrq7u5mbm2PTpk3o9XqWlpY4c+YMi4uLaLVaYayjN0XglsuZvuwyY7er7OY1YCeQLkmSDfgnQA4QiUT+B/gq8D1JkoKAF/h65F6ebnWfEC2cjmaRu7q6yMrKoqurC71eDyDa8mQyGQ0NDVRUVGA2m9m9ezcvvvgiPT09JCUlkZWVxd69e7l27RrZ2dnk5eWhVquJj48nMzOTZ599lqGhIX7/+9+TlJREaWkpBoMBuVxOdnY2Fy5c4Nq1a+zbt4+UlBS0Wi1nz54lMTGRtrY2KioqRDxupc7iSq/kXiko/qTBUDKZjLi4OK5evYpcLicYDPLLX/6SqakpysvLMRqN9Pf3k5mZSU9PD5OTkyQlJREMBomLi8Pj8ZCWlkZGRgaRSISKigpKSko4f/48xcXFbN68GYVCQVlZGWq1GpfLxYYNG0QMNj4+HrVajcfjweFwiDbKaK3kZyln+rLLjMWm7t3nTE5O3nA8UqlUoh4tqkgTzeiePn2atrY2vv71r7O0tMS//Mu/4Pf7SUxMBK6Xyrz22mu43W5SU1PJyclheHiY/Px8XnjhBc6cOcN//ud/kpCQQHZ2Nna7nW9/+9v4/X6uXbuGTqfD6XSSmZmJ3+9naWkJl8tFXl4eW7Zswel0Ul5ezvnz54HrnqLBYPjIa7gbx7WbGb/odUWNitVqZXx8nLfffps///M/x2Kx0NHRwdLSEvHx8Vy7do2XXnqJp556io0bN+L3+zl69CiRSIQzZ85QV1fH4OAgdrudTZs2odVq+eCDDzhw4ACjo6NcvHiR3NxcEb7IzMxEJpMRCoXIy8tjcnKSrKwspqenSUhIYO/evTgcDo4fP05KSgqPP/64eA/u1a6fe4XVpu7FVuo+Z+UdvaOjgw8++IDJyUmRDYXrm/vYsWNMTExQXl6O1Wqlv7+fQ4cO0d7eTkNDAwUFBUiShN1uJy0tjTNnzqDT6YhEIjQ3N/P+++8zPz9PdnY2KpVKFGNPT09z+vRprFYrHo+HRx99lNnZWaqqqvjggw/QaDS89957VFVVkZmZybp16wBE7HM1UYg7yfKj4nKjEv26o6ODf/u3f8NoNJKVlUViYiLnzp2ju7sbr9dLOBxmenqaiooK1qxZw6VLl4iPj6e3txeXy0VhYSF6vZ7Tp08zOTnJgw8+yMjICFNTU5w4cYKuri7m5uYYHR1lfHycqakptm/fzuXLl8nIyODChQvk5ORw6dIlnnrqKbKzs4W3HY3DLu+XXm7Mo2v5ZY8Pfhpiq3KfsNqHefnxcnJykpaWFoaGhrh69Srx8fE4nU7q6upwOByMjY1RXFxMY2Mjzc3NPPjgg2zevJmhoSF8Pp84PiuVSkZHR9HpdIRCIWZmZvjRj36Ew+FALpeLOrqnnnoKuVzOyMgI27dvRy6XMzs7i8vloq2tjaqqKmpra+np6eHYsWP09vaSkJDA0NCQKEGJSmFFe6E/qU/482L5jeVmcTStVsuaNWuoq6sjNzcXu93Oa6+9xoEDB5DL5cjlct566y3S0tKIi4vjypUrOJ1OCgsLGRoawmazMTExwcLCAktLS/T19REIBCgrK8Pv95OQkIDBYECj0TA3NycSVTk5Ocjlcubn52lsbKS0tFSs8ezsLL29vbjdbsLhMC6Xi9LSUoxG402Pvl/2+OCnIf6HP/zh3b6GVXnppZd++MILL9zty7gncDgcNDU1odfrUavVN/0ZmUyGQqGgpqaGvLw8NmzYgNFoRKFQcOHCBZxOJ6OjoxQWFjI1NYXRaKS9vZ3m5mYOHjzI1q1bGRsbIy4uDqfTSVpaGrm5uWi1Wrq6upAkibVr15KRkYHVasXv99Pf38/4+DhtbW10dXXh9XrZv38/JpOJrq4uWlpayMzMJC4ujn379uF2uwkEAuzYsQOTyURc3HXBJbvdTn19PWazmdTU1Du5tACEw2G8Xi9JSUkkJSWJmFs4HMbhcKDT6SgtLRXXFwgEsNls+Hw+Tp06RWpqKh988AHp6en4fD7Onz+PSqVibGyMK1euMDExQXp6OllZWaSnp3Pw4EGWlpZ488038fl84kYkk8lITExkfHwcj8dDUlISc3Nz6HQ6Ub7T3t5OSkoKgUCA6upq8vPz6ezspLGxkampKcLhMNnZ2aSmphIXFyeSa9G5LjqdTqz7l5V//ud/tv/whz98aeXjX+5VuU+4WTnNzXA6nbS2trK4uEh/fz99fX0Eg0FaWlp48cUXUSqVxMfH093dLYL9CoWCgYEBFAoFx48fZ3R0FK/Xi8fjEQotTU1N5OfnI0kSCwsLWK1WFhYWsNlstLW1MT4+DkBGRgYPPvggcN2Az8zMMDY2xokTJ+ju7iYjI4MnnniCZ555RrSXjY2NMTY2dsdFTFeKp66m4h0tFm9vb6ejowOfzweA0Whk48aNNDU1kZiYiNvtJiUlhfz8fN577z1cLpd4jnA4jCRJDA8Pc/XqVaxWKydOnKC9vZ3FxUWUSiUKhYLBweut/hkZGQDMzs4yNTVFamoqkiSRlZVFdnY2aWlptLa2olKpMJlMhEIhampqeOGFF1i/fj1vv/02fX19N7yGpqYm3G53bAzBJxBbmfuAaOawtrb2YztTALxeLy0tLdhsNmZmZtBqteTk5FBSUsKVK1eYnp7m+9//Pjt37hSDj5KTk2loaODatWts376d9vZ2NBoNVVVVtLa20t/fjyRJJCYmIpPJ2LVrF6Ojo9hsNubn5xkZGSE+Pl54hcePHycuLg6fzyc2e/Q4rdFoWFhYAK4f8V9//XUSExPZsmXLDaU5d2JNlx8fl9d0rownlpeX89prr3Hy5En+4i/+ggceeACdTicMUnZ2Nq2trTz66KMoFAqUSiWRSASFQoFWqyUSiZCQkIDD4RCZaavVytzcHDKZjLm5ORYXF5EkiXA4jMViISEhAbvdTn5+PuFwmAsXLqDVapmZmeEb3/gGwWCQ0dFRTp48ye9+9zv8fj//8A//QE1NDRkZGSQlJTE2NiY8wi9z5vhWiB2Z7wOUSiV6vZ5wOMzZs2fFsTkq+3/x4kUyMjLQ6/XYbDZ+/OMfk5SUJNrGbDYbX/nKV7BYLITDYXbv3k1DQwM/+9nPSExMJCcnh2PHjuHxePD5fIyMjDA9PU0gECAxMRGlUondbsfj8bCwsMDs7CwLCwtio+v1enFELy8vx+/309PTI4RmZTIZer2eK1euIJPJuHLlCkajkWAwSGdnJxaLhbGxMQoLC0lJSQH+0DesVCo/l+NddE2jx0en08nly5eFAdFqtYTDYWHcotJoXq+X2dlZFAoFJ06cwOVyiZuPwWDgxz/+MePj40xOTpKXl8fWrVtxOBzCsK1fvx6Px8PU1JToYYbrNaVutxuVSsW1a9coLCykq6uLjRs3IpfLOXPmDMFgkPn5eTQajSgC7+3tpaamBrVaTV5eHnK5HIVCwZtvvsnQ0BBGo5GlpaVYImUFqx2ZYyt0H7BctSZ6p48aw2ghdvQDv3btWiorKzEajeTm5qLRaJidncVisZCVlcX4+Di///3veeONN9Dr9czPzxMIBMjNzcXv9+Pz+dDr9aKw99ixY8zPz5OcnEwwGKSkpISenh5cLhcbN25EkiSWlpYYGhqiu7ubtLQ0ZmdnKSsrIzExEbPZzNatW1lYWODll1/m0qVLJCcns7S0xNzcnMhWV1ZW3lSmbO/evRiNxs9tTaMsr+mMfj9a1NzZ2UlRURF/+Zd/SU9Pj2jZc7vdeDwerl69KpJWvb29GI1GPB4PExMTDA0NsWXLFh599FG6urp44403mJqaEkY+FAoJo5iQkMDk5CRzc3P4fD7m5+c5fPgwBoOBAwcOEAgEaGxspKmpidTUVBoaGpicnGTHjh1s2rSJ06dPc/ToUTZu3Cjii0AskXILxAzifcTKjHJXVxdr1qy5oedXoVBQVFREXV0dgJial56ejsVioaSkhLfeeguZTEZ+fj4ej4fR0VEyMjKEZ9TU1CTEIMrKyhgZGRHiDhMTE8zPz5OWloZMJuPq1avk5OSwtLREKBSiuLiYK1euUFlZSWdnJ5s3b2bbtm0cP34cvV5PVlYWcrmcwcFBpqamKCsrY2BggKysrI8IKdwJVoYcjhw5wubNm0U7Y7Q0qKuri23btmE0GmloaKC/vx+/3w/A2rVrCQaDnD17VoQJon+vq6uLvLw8Lly4QHd3N1evXmVpaQlJkoiPj0ehUAAQCATIz8/H6/UiSRLT09OkpqZit9sZHBzEaDTi8/nQ6XRs27aNgYEBnE4nFRUVpKWlYTabGR8fp6GhQdSWpqWlAZ+s8B3jD8QM4j3Gp60V0+l0Ipa1cmhUSkoKMpmM+vp66urq2Lt3LwkJCQwPD7O4uIhCoRDzUkKhEAkJCdhsNqampigpKRGCEJOTk3i9XpaWllhcXCQ+Pp5wOCxa/i5dukQ4HMbtdjMxMYHX66WoqEgIP7jdbux2O42Njbz00kuMjo4yMTHBk08+id1up6qqCrPZLAxg1CO7cuUKBoOBPXv2fO5ezfJ4IVxXjmlpaSErK0t45Vqtlm3btmEwGDAYDIyPj4vM8vj4OCqVCrfbjVarxWg0Mjg4SEFBAXNzc8jlci5evMiRI0fIyMhAoVAgk8kIBAJibINcLiclJQWNRkNKSgoTExMkJCRQWFhIOBwmISGBhIQEurq60Gg0uFwurl27RlpaGiaTifr6etxuNwUFBWzevJny8nKGh4cZHBzE6XTywAMPxI7Ln5LYKt1jfNpasWjtXtR4Op1Ojh49ytzcHDt37iQcDjMzM8PMzAyXL1/m5MmT2O12BgYGyMzMJCMjg5GRESEumpGRQXZ2NpIkkZqaKjau0+kkFAoRFxfH5OQkkiSRlpZGIBBAq9Xi8/mIj48nEAgQDAaZmJjAZrMRDAYZHh7m1VdfxWQyoVareeyxx5ibm8Pr9bJx40aSk5NFCx8gjqwGg4GjR4/y3HPPAQhx289jU69MOBw6dEg8Hg1LRAVto++P2Wxmy5YtmM1m3n33XVHI7vP5hEpNNByRn59PW1sbCwsLDA4OYjAYhJGTyWTI5XIA/H4/drsduVyO2WymoqJCtPo99NBDlJaW8v7771NfX09cXBwGg4H09HRaWlqEyvl3v/tdnn76aXQ6HVarlXPnzlFTUyOqFGJG8ZOJld3cY9xKRnB5qYhKpSItLU2IEJw8eRK3243D4cDtdjM3N0d3d7c4qrrdbvR6PcXFxUKkwO12MzY2xuLiIvPz85SWlopESjgcRqfTkZubK7KhwWCQ0tJSAFFfZ7PZ8Hg8ouYuOTmZrq4url69ytzcHDk5OVRUVKDVajl+/DhHjx6lo6ODyclJAC5evIjZbOa5557DbDaLsher1fq5HKOXT8Jb+fXk5CRnz56ltLRU3HROnz6Ny+Viz549FBcXo9Vq2b17N7t37yYpKQmfz4dcLufKlStkZ2fT09ODJElotVoCgQCLi4vk5uaKuGgkEsHn85GSkoLX68Xn8xEKhUQ7pc/n45VXXuH111+np6eH+Ph44uPjqaurY+3atTz00EPk5eWxc+dO7HY7MzMz4rVFIhExhGplOVGMmxO7Zdxj3EzYYLVj9HLjabVaOXv2LI899hharVa0k50+fRq3282uXbsYGBhgbGwMn8+Hz+djdnYWg8GA1+tlcHAQvV4vio6jR7fo8W52dha1Ws3S0hLBYBC/309cXBz9/f1otVpyc3NFUXBubi79/f2oVCqysrJYXFwkOTmZhx56iNzcXHp6erBYLOzZs4e+vj6am5uJj49n7dq1InsejYvKZDLKy8tXlQO7ne1on+SdR0twzpw5w9zcHCkpKXR0dNDd3Y1arSYpKYmenh7i4uIoKSkhHA6Tk5PD6OgomZmZTE1NiQ6TaOwwLS0Nu92Oy+VCoVDg9XpRKBS0tbUJxXKbzcbS0hLT09MUFBSIRE9FRQXr1q1Dr9ezdu1aFhcXRRzz0n4pca4AACAASURBVKVLlJSUMDU1JZJusda9Tya2KvcwnzRwfLnxNJvNPPPMM+J7RqOR/Px8jhw5ImJy0eOtJEmsWbMGj8fD5cuXSUxMJBwO4/F40Ol0pKWlMTQ0hNfrFdJidrtdzF2RJImkpCQWFhbw+/1MTU0xNzdHRkYGJpMJi8XC0aNH8Xg8bNy4kYcffhiZTEZGRgZms1nIfo2NjXHp0iW2b9+OUqnk+PHjXL169YaRnNF+6dXUWm5nO9pK79xgMLB161ba2tqYnZ2ltraWnJwcZDIZMzMztLa2kpycTHp6OhcuXCAxMZH5+XnWr1/PyMgIhYWFyGQyHA4HycnJZGVlMTs7K7Ql/X4/c3NzLC0tAde9QZVKRVJSEnl5ecTHxzM5OSm6TUwmE9XV1fT29jI3N4dSqeTIkSNcvXoVi8XC008/TXx8PHBdCcdsNlNZWSlqKz9ucH3MWF4npnZzD3OrKjAdHR389Kc/5Rvf+AZarZaJiQnsdjtvvvkmY2NjlJeXMz4+Tl5eHk1NTfh8Pnp7ewkGg6jVapRKJV6vF5lMhtfrxWQy4XA48Hg8SJJERkYGDocDSZLQaDQsLi7i9/vxer0kJiZiMplISEhApVJht9sJhUJYLBYqKyuF+MFf//VfU1VVBUBbWxsvvvgizz//PHq9HrvdjiRJQuVltc27nM9jIy//m8FgkHfeeYeGhgaefPJJ/H4///qv/8qzzz5LJBLh5z//OcFgkKqqKlwuF1NTU8THxzM6OkpSUhJ9fX3ExcUxPj5OSkoKCwsLouRGqVQSDodFoXpmZiazs7PI5XICgQBqtRq5XI7X66W6upq1a9dy5coV9Hq9iOfm5eVx7do1FAoF//zP/0xxcfFHlG6Wf46irOxYuZkYxBeZmNrNfchyj+XTKB0nJiaKwVFDQ0O88sor5OfnY7FYuHz5Mh6Ph8nJSRQKBV/72teYn5+nvb2d8+fPiyC/1+slISEBl8vF4OAgkUhEeDDT09P4/X4KCgpITExkbm5OZIijOoFpaWnk5OTg8Xioqalh3759TE1N0dfXR15eHsnJyYyNjQHXvdof/OAHyOVyXnnlFQwGAwcPHhTe7HI18NX4PLQTl9dABoNBrl27xtatWxkfH8dsNrNt2zZqa2uJRCKcPHlSTCqcmpoiEAiIY7NKpSIcDov1m5u7LhwfCoWQJAmPxyPeV0mShCcZjdkGAgHcbjcANptN9IE/+uijSJLEqVOn2LZtmxDxiNYvRhNT0b99M+GKlTfZWDfLdWIG8R7m02z2qDfj8/l46623UKvVWCwWkpKSOHDgAD6fj+bmZjZu3IhareY3v/kNXV1dDA8PizhYVlaW2ISJiYkkJSWhVquZn5+/QSk6mnyZnp4mKysLSZJISEggGAyiUCjQaDRoNBr8fj/hcJjy8nJSUlJEBnXjxo3A9TGefr+fkpISzGazKGpeviGXq4H/sYOTbsWLjHbIhEIhADFGddu2bSiVSoLBIN/85jeJRCJ0dXUBiAmDqampDA8PMz8/L2oN09PTcblcSJKEUqkkFAoRiUSIRCIEg0HR5xyJRAiFQigUCgoKCrDb7SwuLpKTk8PU1BQKhUK8txcvXiQ5OZk1a9awZs0aAoEAer1ejCvIysri8ccfF5+d5Z+j1aTW7hVR3rtNLMt8HxMMBuno6OCtt97C4XCgUChIS0tjaWmJU6dOYbVaaW1tpb29Hb1ez9atW6muriYuLo6uri4UCgVxcXGMjIyQmJjIyMgIfr8fmUxGSkoK8fHx5ObmiueLKjTPzs6ytLREUlKSEEfNzMykoqKCUCiE3W4nMTERv98vaiPXrVvH5cuXOXfuHBUVFRQWFvL666/zq1/9CqfTyQsvvCCUveH2KjevJtyw2s92d3dTUlKCTqcTCQulUkljYyP/93//x+XLl3n11Vf58Y9/zMDAAGvWrMHhcOD3+3n66adFiU70dczMzCCXy4mLi0Or1Yq1Sk1NvaE1Mao0vn79eiRJYnFxEZlMhlqtZnp6GrVazYULFzhx4gQ9PT3s2LGDzMxM9u3bx4YNGygpKSElJYW0tDQUCsVNhTOihs9gMMQ8wpsQ8xDvY5xOJy0tLczPz6PX66moqOCtt97CbDaL496lS5doa2vDYrHQ3t6Oy+XC5/NRV1eH0+nE7XYzPz/P6OgocXFxuN1uQqEQS0tLJCQksLCwgCRJwPWMqCRJzM/PMzU1RSQSITExkYWFhRvaz3bt2kVWVhalpaX84he/IBwOo9frSU5O5rXXXmPr1q3s2rWLr371qwSDQY4dO8a3v/1t4Qne7rjgrRhXnU7HmjVr6OzsxO12YzQaOXToED6fj82bN2M0GrHZbCQlJfHggw/y5ptvCtGM6I3AYrEwPj6O1+sVhe1JSUmiWFutVjM8PIxMJiMtLY3p6Wl8Ph/JyclMT09z7Ngx5HI5iYmJ+Hw+CgoKGB0dpbi4WFzTgQMHUKvVvPPOOxQWFnL16lXUajXZ2dm8/fbbpKSkMDo6CvxBmTzGJxMziHeZP2bz63Q6Hn30UfHvYDDI/v37MZvNQjPRZrMBMDExwdjYGNnZ2ZSUlOD3+2ltbcXr9QKIY10kEiEvLw+PxyNEC6JZaEDUCwaDQXFknp2dFVnozMxM5ubm2LFjB+vWrWNkZASv1yuGrjc2NpKamsr7779PMBjkmWeeISMjQ5QCKZXK2y5keqvHQa1We4MBdTgcvPvuu0xMTKBSqYSqTTRx1Nvbi1qtxmQy4XQ6SUhIID09nczMTA4fPoxMJiMcDtPX1yfW0u/3o9PpyMzMZHh4mLi4OBFbjaJSqUhMTEStVrNp0yZ2795NOBzG5/PR2tqKy+VicnKSjo4O1Gq1KFuKFtdXVFTcMB52+efL6XSKGTt3e9zrvUTsyHyXuZXj3EpkMhlGoxGj0Yjb7RYae9FAfDAYFBnMt956i6amJsbHx9m4caMYGxrNCsfHxxOJREhNTSUpKYmZmRkRS4xuwqi6TfRvp6am4nK5iIuLIxKJYLPZmJycZGRkhF//+tf80z/9E/X19TgcDsbHx7l48SLr16+nr6+P7u5urly5IhILL7/8MlarFbjzg46WayNGpdai4Yi2tjYaGxvp6uqivb0dq9WKzWajoaGBkZERnn/+eSorKwkEAiQnJxOJRHjvvfeYmJhgdHQUt9uNQqEgIyOD0tJSFAoF8/PzYiiVzWZDp9OJI3R0OFjUW15YWODMmTMMDw/jdDqJRCL09fUJfUObzUZ3dzcul4v+/n6MRiN/+7d/y9q1azEajSiVSs6dO/eRz1f0Obu6umJF28uI3RbuMrdj80c9gA0bNnDhwgXsdrt4vL+/n2eeeYbm5mba2tpQq9WMjY1htVpJSEhg586dXLlyhUAgIIxhX1+f6MONHvUmJiaQJIni4mIGBgaEGnO0dEQmk4kOl2hNo9PpJC8vD4fDwRtvvIHRaGR4eJjW1lbi4+NZs2aNGJ9pNpvFNLk7HeBfqX9YV1fH6Ogo//7v/47JZKKsrIyFhQUqKyvZsmULAwMDRCIRysvLkSSJ/Px8rFYrgUCAuLg4UlJSxJiArKwsIRYbiUSYnZ0VN5DouFeVSkVqaiomk4mioiIaGhrIy8tjamqKzZs343a7+cpXvsLVq1c5deoUfX195OTkEAgEKC4uRpIkDAYDW7ZswWg0rlq8v5x7adzrvUTMIN5l/tjNv7zftra2lrKyMs6fPy/6aP1+PxqNhocffpgnn3wSm81Ge3s769atE3VzUYn8zMxMBgYG8Pv9YjZI1NgajUY0Gg29vb1IkoTT6UShUBAMBqmurkalUjE+Pk5GRoYQhdiyZQtqtZry8nJOnz6NUqnE5XLhdDrRarVkZGSgVCoxGAx84xvfuGsbc7n0VzQBodVqKSgoQKVSUVhYyNatW9m0aROjo6OiZ/nSpUtYrVZSUlIIhULMzs4yPT2N1+tlenqaxMREUWgdrfFMSkpi+/btjI2NMTw8THp6Onl5eTQ3N5OUlCSEZRcXF/H5fJw7dw6/309ycjJyuZz8/Hy2bt1KbW0t3d3dbNmyhezsbHQ63aox2NU+X7HM8keJGcT7HKfTSVdXFxUVFchkMqamprBYLJw6dYojR46wc+dOXn/9deLi4vj2t7/NyMgIx48fZ2ZmhsrKSmZnZ8UckKGhIdFuJkkSgUCAoaEhXC4XkUgEuVxOWlqaSLpEIhF0Oh3Dw8Pk5eUJ9eeioiJmZma4du2aKB7es2cPMzMzTE1NkZ2dTWFhIdu2bfvETXsniLYIRkclNDY28vjjj/P8888zMzOD2WymoKCAtrY2/ud//ge9Xs+1a9d45JFHcDgcuFwuTCYTWq1W1Gdu2LCBiYkJ+vr6xJwWp9NJIBBgZmaGoaEhpqenmZ2dFWudkJCAQqEgEAiIuGJ5eTmVlZW43W5aW1uRy+WsX7+e3NxcTp06xeXLl3E6nVRXV9PQ0MDevXsBPqIlGQ0LwEeLsmP8gdiq3OcslwEDeOCBB1CpVIRCIZKTk9m+fTuVlZW4XC70ej0ajUbUCB44cIBXXnmF8fFx5HI5arVa9ECbzWYmJiYoKipiZGREHI8jkQhxcXHodDrkcjlZWVkMDw+L5I3D4RCT5QA2bdrEO++8Q0JCAt/5zneEFJVKpRIxNqVSecMA+D+27vCzrmNtbS0dHR309PQwMzODUqmkp6dHSIGZzWaqq6sJBAJoNBp0Oh3JyclMTEywa9cuLly4gM/nY2FhgYmJCWZnZzGZTKJ4fXm8taysjP7+fmZnZ+nr60Oj0aBWq3G73ZSWlrK4uCgmH0bfl+rqaoqLi9m6dSsKhYIf/OAHKBQKrl27JlRzoje2QCBww+tzOp3U19cTCoXYunVrLJGyCrEVuc9YeRxa6V1FZ/I6nU5qamqQyWQolUpsNhtdXV24XC5qampISUmhvLycLVu2AAhPJT8/n9nZWYaHh1m3bh0FBQX87Gc/Q6FQYLPZMBgMSJJESkoKCoWC7OxskpOTSUtLw+PxUFBQwNjYGCkpKVgsFgoKCtDr9TQ1NdHZ2SlEUWtra1m7dq0w5H19ffz0pz/lW9/6FhaL5RMz77e7NCe6li6Xi6effhq9Xs/58+epqKgQGXyZTMYjjzzCtWvXKCsrY3Jykv379zMwMMClS5coKipCrVZz4sQJ/H4/DoeDrKwstFot165dIzk5GZ/Ph81mE+VKgUAAuVwu1iV6o4neVFwul8jUZ2Rk0NHRIcY5RD3YF198kWeffZbq6mpmZmY4cuQI+/fvB64bSLfbjUajEYPtVxPKiHGbepklSXoZ2A9MRSKRypt8XwL+HdgHLALPRiKRS5/0d7/svcw3Y2VfanSj6nQ60b8K1/uajx8/TiAQwOfz8cgjjyCTyUSXw9GjR/nKV77C+Pg4P//5z7Hb7WJex8LCgtD127x5MwMDA9jtdpEASElJQalUolKpWFxcZHh4WNQqmkwmFhcXWVxc5JlnnhHH7KysLLxeL7/+9a/x+/089NBDfPOb3xTXHgwGhYcYlaz6uLKb29F7u9KorlTPjip4O51OHA4HLS0tAGzYsAFAZIRffvllOjs7ycnJET3ew8PDwht3u9309vYKr1GhUFBVVcXIyAiBQIBIJIJarSYuLo7ExEQKCws5efKkUNHWarV885vfZGpqioaGBsrKykTmOqqAXlRURE5ODnv27MHj8ZCcnMzFixcpLS2lp6dHrFNMxOE6n3cv8yvAfwKvrvL9R4DiD//bDPz3h/+PcYssb72KKiVrNBo2b95MT08PNTU1YkOoVCri4uJobW0Vv19TU4NcLue9997jV7/6FQqFgvz8fNEz7Ha7SUhIYG5uThy7lpaWCAQCorMlLS2NSCTCY489xptvvsnc3Bwmk0m0p2k0GtLS0vD7/UiShNlsJiEhgb6+PmQyGSUlJezevRvghuxuVFnn02Teb0d2/uPqHaOed7SveXmr4czMDK+88go7duygsrKSpKQknnvuOVQqFS+//DKtra243W4qKyuZm5sjHA6jVqtFskqhUKBSqfD7/WJu9qVLl0hKShJdKzKZTHjiCwsLdHZ2cvToUaanpykpKeGrX/0qzc3NtLa2srCwQHFxMVVVVfT09FBUVCTmSJtMJhEqiQrtxjzD1bktBjESiTRKkmT6mB95HHg1ct0dPSdJUqokSVmRSMR+O57/y8TygVN79+7F5/Ph8XjEB99ut/Pqq6/y6KOPsmXLFtrb29m7dy+hUIj/+q//orCwkM2bN4tNtHnzZi5fvszg4CCSJHHgwAHOnz/PuXPnSEpK4tSpU7jdbioqKlizZg02mw2/38/MzIyY5dHX14fX66Wqqopr164RCAR4+OGHRX90Q0MDLpeLzZs38/d///eidhL4iOhA1Dh90qa9HYmYlUZ15TVEs8579uzB4XBw6dIlLBYLJpOJ/Px8Tp48iVKpZH5+nmAwyMzMDJ2dnbhcLqqrq3E4HKKgfe3atdTV1YkB9FarVTx/fX09qampPPLII4RCIRGmiEqqqdVqrFYrmZmZbN26FbjeRhlt8fN6vQwMDLCwsMCvfvUrqqqq2LdvH9PT0+Jo/GVTs/ms3KnCbCMwuuxr24ePxfiMRIuy1Wo1/f39LCwsYDAYsFgsPPbYY0xOTqLX66murmZpaUmU4SQlJaHRaKioqOCxxx5jdnZWKKUAQlw2Ozsbj8eDWq0mPT2dlJQUBgcH2bJlC9XV1YRCIUKhEGVlZezevZt169ahVCrZunUrTz31FIWFhRgMBnbs2EFBQQHbtm2js7NTeEXL4593S21lpVr2agbS4/Gg1WqF4RsaGqKzs5N169ahVqtpb2/nlVde4cSJE8THx1NcXEx8fDxer5fy8nK8Xi92ux2z2SzmLgMkJyeTmZkpjFpUmi09PR1Jkli/fj0FBQU8/vjj5Ofns2HDBr773e/yve99j1AoxKuvvsrMzAxer5eFhQXm5+d59NFHRcxyefwzGAzGhk19Cu5UEEG6yWM3DV5KkvQC8AJAXl7e53lN9z03+6DLZDIKCgpITU294Xh05coVvvrVr6LVahkdHSUcDnP+/Hl+8pOfoNPpyMjIYGhoiCNHjiCTyXjwwQdJTEykv7+fvr4+/H6/EBdYWloSCjaZmZmUlZURDAbZsmULbreb3/72t/T19fH000+zbds2qqqqhPCEzWa7YY5KlLtZerM8rrZyNGm0m6OkpESEFWZnZ/H7/bhcLsbHx6mpqaGgoIClpSU6OjrEqICioiKGh4fp6+tjbGzshhkrLpeL4uJiZmdnMZvNbNiwAZ/PhyRJbNy4kbq6Otra2kQZ09LSEmq1muPHj7N//37Rc97X10d/fz/PP/88FouFjo4OUWxtNpuFHmJUW/LLHDf8NNyp1bEBucu+zgHGb/aDkUjkJeAluJ5U+fwv7f5hZUA82ma2/IPudDo5fvw4wA3lIlGdPIDTp09z4cIF8vLyyM3NJTc3F7lcTkFBAa2trezYsYMHHniA4uJifvOb3xAIBHA6nYTDYSKRCIcOHRIdJ06nk/379zM7Oys6YxITE0lNTaWtrY1NmzaRn5/P8PAwAwMD7Ny58wY5+5Viph/3ej8vVoslLu/m0Gg0ZGVlEQwGOXXqFIODg2RkZDA6OsquXbtwOBw4nU6hkp2Tk8PAwADd3d2kpqai0WgYGBggMTGRuLg4Dh06xKZNm0RmeWBggIMHD2IymZiamqK/v19M9WttbeWZZ54RXqEkSWRnZ/PEE08wNDTEoUOH2Lt3L2q1GplMxtmzZ7HZbOTm5oqRqCu971hy5ebcqZV4G/h/kiT9iuvJFHcsfnjrrNy4Kz/oUaHWdevWiYl4UcGA999/n+bmZv7u7/6O9evXc/nyZR5++GEOHjxIf38/r7/+OiUlJRQXF4vSjj/90z8lPz+fCxcuiJhUV1cXY2NjjI6OsnHjRsbGxhgZGeHMmTPimO7z+SgrK6O5uZlz585hMBiYmZlhYGCAPXv2IJPJGBsbo76+nurqavr7+2+IJS43+Hci7vVxx/XlnmtUD/HP/uzPyM3NpaWlhbKyMrZu3YrNZsPhcIj3qbu7m5mZGWZnZykqKiIpKYlwOExxcbGYYf2///u/ouVxZmaG6upqhoeHMRqNbN++nYSEBDGMHq5ntTds2EBVVRXl5eUAjIyMCBFatVqNVqsVIxuWnxpWrt+dWtv7jdtiECVJeg3YCaRLkmQD/gmQA0Qikf8B3uF6yU0f18tuvn07nvfLxsqNuzzBEhUniHqH1dXVnDx5ErVazaOPPipkqy5cuMDGjRvZuHEjKSkpDAwM4HK52LVrl6gdPHv2LBUVFQwMDNDf3y9+b3h4GK1WK/7u0tISpaWlKJVKmpubmZiYoLa2Fo1GI4RMDx8+TGlpKWazmaeeegqTySSuFW5Ulvkkg/95cSvHdZlMRlFREQaDgbi4OC5fvozVaqW3txe3282ePXvw+/0MDAzQ1NTE9PQ0FRUVVFZW8sEHH1BWVobL5aKjo4OpqSnWrVtHVlYWCQkJhEIhiouL8fv9bN26lV/84hfs2LEDm83G6dOnyc3NpbS0VBSNq1QqKioqhDDv8hPDJ72emEL2zbldWeanP+H7EeAHt+O5vsysNpHParXS1dXFtm3bROtWdE7Kpk2bMBgMlJSUkJ6eznvvvYfX66W4uJje3l5KSkqw2+3Y7XZ27dpFXl4evb29bNy4EZfLxdDQEA6Hg8zMTIxGI+Xl5VgsFiFmqlQqSU5ORqlU8t5773Hx4kVycnKYmJhgbm5O1NEtLCzgdDqx2WyiPGjz5s0YDAbRmbKawb8d3K4jYvTmE/UG169fj8ViEXJqk5OTnD9/Xox02LRpkxDaLSwsZGxsjG3btjE/P8/c3ByHDh3C5XLxu9/9jiNHjog5ONu3bycQCNDX18fMzAwpKSkUFhYyMjIiZi1brVZ++ctfUllZSUFBwS0ZubvdLnmvEgse3OdEyymKi4s/0uD/+OOPCwNQVVXF3/zN33Dx4kVxTPX7/RQVFaFSqbDZbFRWVmKz2VCpVMzNzfHuu+9itVqpqanBYDCIDpS8vDwuXrxIKBTC5/ORmZlJWloaAwMDYrJfVJ/vwIEDGAwGnE6nSP7o9XqCweBHRgR8npv0jz0iLp+AWF9fj9frJRAIMDg4SGFhIUNDQ/j9fs6ePUtHRweFhYVkZ2eTk5PDm2++SXd3N+vXr+fEiRNkZGTwve99j5mZGeHVV1VV8fDDDxMIBMjKyqKmpgZJkvjpT3+K0WgkPT2d2dlZXC4XLpeLgYEBCgsLKS8vZ926dWg0mpiRuw3EDOJ9wsd5OIuLi/T394v+1JsJJiiVSnbt2sW6detQqVRkZGQI6a3z589jtVqZmZnB5XKxY8cOpqam8Pl8mEwmDh48iMfj4bXXXuO3v/0tFy5cYO3atZjNZgYHB8nNzSU/P59//Md/ZHR0lEAgQGVlJaWlpRgMBvr6+oQHu7yb5uO8mbupmn0zogXae/bsYe/evVitVt566y127twpsszRPm5JkqitraWiooKJiQksFgvbt28nKyuL4uJiLBYLSqWS/Px8fD4fGzdu5I033uCv/uqvREmOwWDA4/FgMBh48skn8fl81NfXo9VqsVqt5OTkiL7vq1ev0tfXF+tPvg3EVu8+YTUPx2AwcOjQIfH18s6PlQZlefdFb28v5eXlmM1mHn/8cZKTkzlx4gShUIiMjAzOnz9PSkoKubm5otwmNzeXhYUFuru72blzJ3Nzc4RCIbq6urDb7WzevBm/309GRgbj4+NkZ2cjk8no7OyktLRUDGxas2YNZrP5M73ez8rt8p6i9Z/REh2TycTCwgIymYyBgQF0uutzrcfGxlCpVDQ3N4vRrm1tbdTV1QHXWyujBu3JJ58kNTWV6upqUlNTxXOZzWaeeOIJSkpKaG1t5emnn6agoIDBwUEOHz4MwEMPPQRAV1dXrD/5NhAziPcJHyf0uVzi6ePGTcIf+nMLCwt59913efLJJ/F6vSiVSp577jkikQhjY2M8/PDDlJWV4fV6hbL2hg0bKC4u5ic/+Qkmk4kNGzaI5Ej0OaIlKsu9wp07d4opb1lZWXR2dgLc0GP7aV/v7eRWvFCDwSA6VqKhicrKyht6y8vLy7l69Sp79uwB4OzZsyJuKkkSdXV1aDQazp07x+HDh3niiSeora3FZrMJdfOlpSVRimS322lubqawsJBdu3aJx6OisY2NjZSUlNwWoddYGc51YoPqv0DcTJwgGAyKzCP8wYMcHR3lP/7jP3j44YeZm5tjy5YtVFZe1+Xo6OigpaWFDRs20NjYSFJSEjqdjhMnTvD1r39dHKtDodANz7XS6C6vL1xZd/hx9Yd3ilttZ+vo6BCKPJWVlfh8PqxWK1qtVtyUlgtCBINB7HY7x48fx2w2s3//fhYWFjh58iRyuZypqSm2bt1KT08PFRUVaLVazp07R1FREa2trdTV1Yl6QpVKBVx//yoqKjD9/+y9W1RbZ7bn+1uSQAJdQIAQdzBgwIBtbGNMYny3Yzt2cKWcVFJxqlO3XbtHV/VLd48ep15OVz907939UuOcOntUJZ2uvdO1U5VUkkpsx44dOy58wcYYX8DcEZiLuAghhAAhCYTWeXDWV4IYJ06c+BL9x/AwkpakJWmu+c05v//8z5wcent775tc2rettW8pcYfITJXHCOHzWe40bjI86rJYLOTl5dHb24vP5xPCChqNRgyTV6bIVVZWsnr1aqxWKzMzM8zNzTEyMsLZs2dpb2/H4XAs+FuZ9xHeFqecj6KQrfyvOMtwKs43hXuNQvPz8zl06BAxMTFiDMObb74p5sIon9Hj8VBXV4dOp6O8vJzi4mLefPNNGhoaSExMZPv27aIzxWg0UlVVhdlsFudjNpuZn5/HbrfT3d3NkSNH+OMf/8jw8DCFhYW0traKkQb3SzsyQsO5B6xdhQAAIABJREFUjUiE+Bjh89KexRGk4oQW9/TeuHGDX//61xQXF7Nv3z6KiopwOBy8/fbbxMTEsGnTJiHq0NLSQlVVlRA2ULpm7iXye5SiE4fDwYcffgggpLYWR2mLo2G1Ws25c+fYvn27qBEqxPTFCteJiYm0t7cTDAaF7mIwGKSmpgaTycS+ffvu+fuN4LNYKkKMOMRvEZZyPIsd6eJUMDyKAxZEdotT5S8j6voo1a+CwSB9fX309vYK4YylztvhcFBTU0NSUhLd3d2CIK+8jvKZlR3sPXv24Ha7eeONNzh06BCpqakL0u/FC1c4HrTi+KOGSMr8LcOd0tClelqbm5v5y1/+QnNzM8FgEJ1OR1FREVNTUwuer0Qmd7pA73axKlhq5OoXee6DRviC4PP5OHHiBFevXuXDDz8U9y+GIg6hdLEoo1/vNARKGSafk5PDvn37yM/P/0z6rThTh8OB3+9f8PsqiuM2m+2b+UIeU0Qc4mOKOzmfOzkeh8PBqVOnGBkZob6+Xhy/+AJTXk+ZCfxlZvk+anWqxfOalc+t1BKV2TV3g9ls5umnn2bXrl10dnbicrnEkHglNQ6H0tGjzNNeSpJs8e+Qn5/PK6+88rl0pgjujkjK/JhiqXQ2/G9FZOHYsWOsXbtWqOMoaXN4CraUOs1S998phXsYU+O7nVN4iWExr1NJh0tKSpYkRN/p+eEjCTo7O9myZQtwd/7o4vNdqvYbwRdHJGX+liH8YnG5XJ/ZBVYiC6vVyoEDBygrK1sw5Fzh2S1uq1N2h+H2Ba+83uKI5U4p3FIp84PE3c4pPDq7k5js1q1bFzjDcGe1WKty8Q60xWJhy5YtxMXF3ZN4q1KeaGhoEH9HcP8QcYiPOZQLs6CgQBCi7ySgcK8XluJIlNfLz89f8LpKLSwnJ0c852FMmb+I9Nedvps7PRbuXBXlGeVxxVEmJiaKAWGJiYnCQSrO7YssGg/j9/i4IJIyP+YI76S4n3SNz0t/HyUqzf3CUmWKxW2Id0vFH8aywuOICO3mW4ovc4Hdj4sycmH/DUuNO32Yuna+bYjUEL+l+DIpsRLRKDXCL9NBEin4/w3hwhLhXE5l/vTn7dw/qE6ebyMiDjGCz0CpUQEP3SbIo4zF9UHle15cf/2850Xw9SGSMkewJL5s2htJl++MyPf58CCSMkdwz/iqO9CRiOZv+CpOLVJ++OYQcYgPGR6HetHjTgv5Mr9RZJF4NBBxiA8ZHsSFc7+d8OMe0XyZ3+hxXyQeF0Qc4kOGB3HhRKKXe8OX+Y0e10XicchowhFxiA8ISxnSg7hwItHLveFxdW5fBo/bYhpxiA8ID5MhhV/gj9uKH8HXi/DF9HGwnYhDfEB4WKOyh8lRR/DN4cs6s8UiIo+67dwXhyhJ0h5JkjokSbJJkvR/3eHxrZIkeSRJuvHpv//7frzvo4yHNe16WB11BF8v7oczexxs5ytfjZIkqYF/AnYBduCKJElHZFluXXToeVmW93/V94vgb/g6CLv3a35xBI8W7oczexxs535EiBWATZblHlmWZ4G3gAP34XUj+Bw8DilKBA8HFvdbLx5R8G3B/XCI6cBA2G37p/ctxhOSJDVKkvSRJEklS72YJEk/kySpQZKkBqfTeR9O78Hh6y4yL17VH4eidgQPFncbFfFtsK/74RClO9y3uEH6GpAty/Jq4DfAB0u9mCzLr8myXC7LcrnFYrkPp/dgEAwGaW9vp6am5htTMYlEjBF8VdxJcEKx08Vq648j7odDtAOZYbczgKHwA2RZnpRlefrTv48DUZIkJd2H936osHgoUWtrKyUlJZ+rYvJlZbaWUk95lIvaEXxzuNOCvHhURPjuMfCl7etRiS7vh0O8AiyXJGmZJEnRwIvAkfADJElKkSRJ+vTvik/f97FbZsIdVGJiIlu2bFlyABHcWWbrXgxnsQN8WHeuI3j4cC8ZTFxcnFD7/rL29ahkL1/ZIcqyHAR+AZwE2oA/y7LcIknSv5Uk6d9+ethzQLMkSY3A/wu8KD/MumN8/op2t7nHymS1Lzq03Wq1LpCT/6KGE3GAESj4IgvpUhmMXq+nubmZ6enpBRsqSors8Xi+sp09KtnLfeEhyrJ8XJblAlmW82RZ/m+f3vc7WZZ/9+nf/58syyWyLK+WZblSluWL9+N9v058nmO62+N3SoUVY1xsbA6HY4HzDHeqj0KKEcHDgc+zVyUiPHv27GcymN7eXt544w0aGhoWbKgAVFZWCvsNf60vYpuLR6bGxcXR3t4uHO/DaNuRTpUlcLcVbfGISQWKUQaDQQoLCwkGgwumsF24cIH29nY+/PBDgsHgHVWpg8EgTqcTh8MhRoc+jIYTwcOFu9mr3+/nwoUL3Lhxg4KCAmFPStSnDLkvLy+nvLyc6elpsrOzxSJdV1e3YHG/m/NdHIXeaTSt4njDbf5hcZARh7gE7paOho+YDH9cMUqNRkNHRwcajUYYqfKY2Wxe8PpKuqxEhO3t7bzxxhu43W4KCgq4ePGimMMBnzWeh8mYInhwuJu92mw2jh49SmpqKgC1tbULnJHH4yE/Px+v14vT6eS3v/0tNTU1YvDV4oX7bnSvxXX08OPCHW+4zT9Mu9ffeof4ZRzKUqvxYicXXoRW0mGA1atXiygzfID5hQsXMJvNvPLKKxQVFWGxWFCr1Qvew+Fw8OGHHwonufh2BBEsRk5ODs888ww5OTl0dHRQXFws6DRKGt3e3s5f/vIXOjo6KCgoYOvWrSJCDLdppd7o9/vF64fb4N0iVZ1OR2lpKQaDYYHNw5ffvb7f+NY7xC+z+/V5mxmLWf+Ks3W5XJw8eZKjR4/y5z//eYETi4uLIy8vj2AwiNlsFq+xf//+O7ZD3cmR36tzj0SXjycW16s9Hg8ulwudTsfWrVspKioCoLm5mfPnz1NQUIDZbGZ0dJSamhrKy8uF8pECxR57e3t59dVX+fOf/7ygnDM3N0dLSwuDg4PCkX7eYq04z6+ye32/of7Vr371oM9hSbz22mu/+tnPfva1vodOp8NisZCYmIhK9bf1Qanl6XS6BfffDeHPCYVCtLe309DQgMlkwm63k5ycTExMDL29vXg8HrRaLdHR0eh0Omw2G5cuXaKxsZHW1lZycnKIj4/HYDAseP/Y2FgyM2/TPi9evEhWVpaIJhXnbrFYMBgMn3u+Tqfzno6P4OHEUnanVqu5fv06GRkZ5OTkYLFYMJlMqFQqnE4nZ86cYWZmhoqKCiwWC/Hx8ZSXlxMbG8ubb76JRqNhYmKCubk5YYexsbHExcWxbNkyrl69itVqRaVSIcsy7777LqOjo+Tk5ODz+ZidnaWzsxOj0Ygsy8TGxi6wZZVK9Rn7/qbwX//rfx3+1a9+9dri+yNT95aAUtdQVjC4bXiDg4O43W6KiorQ6XT4/X5sNhv5+fkiBSgvL+fWrVvY7XZKS0txuVx88MEHbNu2je3bt3P58mWOHz/OwMAAhYWFrFu3Dr/fT2lpKcFgkIaGBiorKykqKhKR6+IVVIkCwh+7V7GHyDS3xwPhtgpQU1NDSUmJsMk7/b6KLTudTpSOsNOnT7Nnzx4SExOpra3l9OnTYiPmpZdeIiMjA4C6ujry8vKora1Fo9EwNzfH3r17mZqaEjXy06dPs3PnTqamprh48SJqtVpkOw+D3S01dS9yFSyBxcKXCmn6vffeo6uri5///OcUFRVRV1fHkSNHeOmll9BoNJSXl+N2uzl8+DCbNm3CZDJRW1tLTk4OZ86cAW4bsMFgICEhgZ6eHrq6uti2bRszMzNYrVbKy8u5dOkSLpeL7u5uYUyJiYkLjFjZAVSc9r2qjTwO6iQRfLamHV7/0+l0wvkBC2raOp2OxsZG4HZd2+PxLKDIeL1epqamaG5u5p/+6Z+oqKjg2WefFbXEa9eu8a//+q+sW7cOjUZDamqqoNbMzs6KwMFoNOJ2u4mLiwP+VqYKDzbC8SAd5re+hrgUwuuESi0kGAxy8OBB/v7v/578/HwcDgdtbW3s27ePYDDI7373O9rb2zEajezfv5+pqSmuXr3K6OgobW1trFu3DrvdTnZ2Nhs3biQ5OZlAIIAsyxw5coR/+Id/4P3330ej0eDz+ejs7KSiokKs2i6Xi/fee4/f/OY3vPfee8BCnlikJhiBYrfBYFBsfrhcLk6cOMGJEycWdEPFxcWxc+dOVq9ejd/vJxQKAbcd1rVr1zAajaxZs4aKigoGBgZISrrdbZuYmIjX60WtVvPCCy9w4MBtcSuFw9jW1obFYhGLuk6no7u7G4/HI56v2O2dVHUeZFdLJEK8B2g0GtLT08nOzsbv99PS0iIoCwCpqalcv34dm81GcnIyCQkJHDlyhNTUVC5fvkxeXh5er5fh4WE0Gg379+9n06ZNnD17lunpaQwGA6tWrSI/Px+LxfIZx5aYmMjBgwfZvHmzqHvabDZaWlrYunUr8Ld0Kbxl8GFIUSL4+hAecSUmJgr61pEjR6iuriY/P5+dO3cSDAYZHh7G7/fT0NAgKGKffPIJIyMjJCUliexjx44d2Gw26uvrmZmZ4ac//Sk5OTmcO3eOlStXkp+fT0lJCYcPH8bpdFJRUUF5ebl4//r6eqKiooA7t5hqNBouXLhAYWEhHR0dC6LFB9nVErk6vgCU3d5w3lVdXR3vvPOOqKsA7Nu3j9jYWD766CN+//vfU11djcViYfny5Tz77LNIkoTX62V6elqkIxaLhezsbNasWYPX68Vut4saosvl4u233yYmJoY1a9YI51tWVgZAe3s7TU1NrFq1SpxbSUkJra2tYqdaSWHq6+vZt28f6el3UmaL4FFGuANRosHZ2Vk2bdpEQ0MD3d3dHDhwAKfTyRtvvMHevXvJy8sTLaYzMzM4nU42btzI5cuXGRsbY9euXVy7dg1Jkujr62Pz5s3cuHGD+Ph4QQ+D2zvVAC0tLfzwhz/EarXS1taGz+dj165dS5ZywjuylMVdwYMs5UQc4hfA4h9IWYGff/558vLycLvdXLhwAafTSUFBAU1NTZSXl+NwOAgEAhw+fBidTseTTz7J0NAQsbGxJCQk8P7772O1WlmxYgXz8/N0dnZisVj44IMPmJ2dZXZ2FqfTSV5eHr/5zW/o6upi7969/OxnP8PtdnPz5k0RUSoRoLLjrHTJFBYWUl9fz/T09AP8BiP4OhFun4mJiezcuRO32y0YDWvXriUxMZG4uDj27t1LTU0NJpNJLJr/5t/8G9xuNyaTiStXrnDx4kVyc3O5dOkSoVCIpKQkYmNjmZmZYXx8nLm5OTweD62trWg0GkZGRjCbzbz11lvk5ORQVFSESqUiNTVVZCThm486nW7BOet0ugf23S1GxCHeI/x+P83NzXg8HgoLC9HpdFy+fBmtVkt3dzd+vx+NRsPAwAAJCQmUlZWxc+dOrl27xs2bNxkeHkatVouVdcWKFVy9epWSkhLUajV6vZ6nnnqK69ev09DQgM/no7+/n9bWVlasWMGaNWtobGzEZrMt2EkML1IrNSRlBVZW88gGyuODxWWQxbcVm1qMyclJenp6SElJoaWlhb6+PtavX49Go6Gmpga3201+fj7x8fGsX78elUpFY2Mjg4OD7Ny5k4sXL+Lz+Th//jyvv/46wWCQmJgYxsfH6enpIRAIoFareeKJJ0Qnil6v5+OPP6ampoYDBw6Qn5//0AqTPFxn84DwRWtsSqr87rvvkpGRIbpPVq1axY0bN/jBD36Az+fjj3/8o+B/DQwMUFRUxIkTJ4iNjaWkpITBwUE0Gg1JSUnMzs4yPz9PaWkptbW1/Pf//t958cUXOXDgABkZGej1ehoaGpAkieeeew6bzUZTUxNWqxWtVktpaSlxcXEUFhai1+tFt0D4ChxJkx8/KHXDyspKNBoNfr9f0GYUaDQaVCoV165dIzU1lfb2dj766CM2b96M3W6npqaGiYkJbt26xfz8PElJSezevZuRkRHq6uqIjY3F5/NhNBr553/+Z1asWEFjYyO7du2ivb0dg8HA5OQkP/jBD0hJSeHs2bNER0fjdrvp7OzEarXS0dFBYmIi586do6ysjK6uLhobG4mLi1uy6eBBIuIQuW1cd9qMgIXO0uVyMTQ0xIsvvkh+fr64T9kEmZ6e5re//S3Dw8MEAgHsdjuTk5OiVhgdHc25c+cYHR1FlmXm5+eRJImsrCwuXbqELMsMDg7y5z//mdTUVC5evMjPfvYzVq5cSU9PDyqViqqqKqqqqkhISGBmZoa4uDg8Hg8tLS2MjY0xOjrKli1bFhhaZFPl8YNSg1NKI3l5eeIxpeYdFxdHamqq2Eypra0lPj6ekpIS+vv76erqYm5uDq/XS0dHB4ODgwwODhIbG8ulS5eYmpqivLyc9PR0PvnkE3p6esjJyaGtrY2Ghgbm5+eZnZ1Fp9ORmZnJ97//febm5qitrWX9+vVkZGQwNjZGaWkpSUlJ5OTk4HK5GBkZQa1Wo9VqaW5uFmn0w4DI1cFt41I2IywWywLyqBIVKulncXExZrOZ9PR0HA4HR44cIS8vj5ycHBoaGrDb7VRXV9PU1ITb7ebq1ausWbMGp9NJfHw8a9eu5dixY8zOzuLz+UhISKClpYWzZ89SVlbG8uXLKS4uZm5ujtnZWbq7u2ltbUWv13P+/Hnm5+f5xS9+gV6v5+bNm6JemJSUhN1up6ys7DO7c5/H+4rg0UM4vUaxzdTU1AXZgd/vx+l0EgwGuXLliug4kSSJ/v5+2tvbefrppwmFQjidTm7dusWpU6fIzc0lOTkZi8WC1+ulu7sbSZKQZRlJklCpVKjVanQ6HatWrUKv1/OP//iPLF++nJUrV+L3+2ltbaW1tZWamhr27t3LM888g0ajwe12c+7cOQwGA/39/dTW1vKjH/2I0tLSB/2VAt9Ch3inaEmj0YjNCMWZhKckCmfK4XBw5swZDAYD+/btw+l0MjQ0xJkzZ8jKymJkZITU1FR0Oh0OhwOfz8fatWuprq7mnXfeYXh4mNLSUsrLy7lx4wYzMzPMzMyI1Ds9PZ2RkRHOnTtHW1sbGzdupKmpic7OTpEWtbS0UFZWxsaNG8nMzKS5uZmenh7gdj1Sqc+E4040hkjU+HjgbpsTNpuNV199laysLJYvX05BQQGffPIJTU1NC3qdY2JiyM7OxmQyodPpuHLlCiaTCYvFwo0bN1i9ejWFhYUMDAywatUqAGRZRpZl4uLiGBsbY3h4mNnZWdrb24mNjeWdd94hPj6eZcuWceLECcG2qK+vJxQKYbFYmJqa4plnnhG0tYcB3zpi9lKkz8VF3vDGc6UjxOl0EgqFWLt2LQBtbW2UlJSwZs0aDhw4wPe+9z3MZjNHjx7FZDIJ9r7b7Ra7fuvWrRNKHzqdjmeeeYakpCRcLhf9/f14vV7RaH/69GmmpqYwGo309fWJ3s+zZ8/y7rvvcvToUV577TWxaz0wMCDIr3f7bHf7HiJ4uKF0nQwODn6GpxpOzPf7/fj9fl588UX0ej3vvvsuN2/e5MqVK9TU1FBRUUFOTg7BYFCUcBISEnC73eh0OtGW6vf78Xq95OTksHz5cmpqanj//fdF/7vD4eD69et4PB4hJJGfn09MTAwxMTF85zvfYf369TQ1NREMBtm3bx87duxgbGyM1atXU1lZKTpk7vQ5vml860KDL0P6VJ7j9/sxm80iTU1OTqavr4+8vDw8Hg8ff/wxJ06cQKvV8v3vfx+73S5W4+HhYSYmJgiFQoyMjBAXF0d8fDwTExNMTEwQHx+PSqXCZDIxMTFBdHQ0VquV2NhYPvnkE2JjY2lrayMpKYnBwUEOHDhAVFQULS0tQkLp0KFDd4wClTpjeDT4qEi6R/DZOvaJEycIBoNs3LhxQb+yUgvPy8vDZrNx6tQpnnjiCS5fviw2OrRaLVu2bGFsbIzU1FSsVisFBQU4nU4mJibIzs5mZmaG1NRUbDYb27ZtE9kOwOjoKNPT0yxfvpy0tDTKy8vx+Xykp6dz9OhRrl+/ztTUFCkpKbz88stkZ2dz8uRJ9Ho9LS0t5OXlMTo6yvj4uPhcdXV1lJeXMzU1dUfWxDeJb51D/CKkT0UnTukAUagsfr+fDRs2EAwGOXz4MNHR0cTGxvLBBx8wOTmJRqMhNjaWdevWMTk5SV5eHqdPn8ZmszE1NYXBYKCpqYmYmBhyc3MZGxvj1q1baLVaNmzYwJkzZ5iYmMBkMgEQCASIj48nMzMTj8fDrl27mJub49atW6SlpZGfn09fX58QkSgtLeXGjRsAQhq+paWFkpKSz3QDRPqYHx0s7kTZs2cPw8PDXLx4kWAwSHd3t6gjWq1WPvnkExobG8WO7+7du4HbbIPr169TUVHBhx9+yPj4OKFQCJ/PJ/izV65cQZIkbt68SSAQQKfToVarmZiYEE45FAqhUqlwOBycOnWKq1evkp6eztDQkMhudu/ejdvtJj4+noqKCjo7O3nttdcwGAxMTU2RmpoqavOVlZU4nU7+z//5P1RXV1NZWfkZAdpvqrzzrXOId0P4RsriEaKKk7x06RK5ublotVohtlBaWkpfXx9er5fKykquXbtGMBjkBz/4gTAggNzcXJqbm9HpdHi9XsbGxlCpVOTl5bFmzRqmpqZobW0lOzsbWZZxOBxCESclJYU1a9ZQXFzM8PAwRUVF2Gw2amtrsVgsTE5O0tjYyKuvvkp0dDTf/e53CQQCos1qcTdABI8OwqN5pX0UQK1WYzabRY3b5XIxOjrKjh07KC4uFqo058+fx+Fw8Morr/D973+fxMRE4eQuX77M5OQkzc3NuN1uRkdHhUyXQsZOSkqis7OTubk5pqamBO/RZDLhdrsJhUK43W6sVisJCQmkpqYyOTnJ//gf/4Pu7m4mJibYuHEjQ0NDeDweUlJSSEhIYPny5bS1tYkxBtXV1eKY8MX6m9wU/NY5xLutNsoXX15eTkFBAUajccFj9fX1jI6OArdb5FpaWujq6mJwcJDJyUmGh4fRarU4HA7KysoIhUJERUWh1+sJBAKCbgC3C+AGg4Hp6Wk0Gg3vvPOOKHJrNBqeeuopNm7cyKVLl4TA5//+3/+bf//v/z3Dw8Pk5OQwNDSE1Wpl9erVbNiwgfHxccrKysjNzWVmZoaysjJBI3pYaA0R3BuWstfwdlKHw8GJEyeoqqoiOTlZ/OZHjx6lu7ub4eFhTCYTN27cICMjg0uXLpGVlUVKSgoxMTHo9XokSUKtVgu1G6PRiMvlYmxsjNnZWex2OykpKej1euLj4+nu7kalUjE9PY1er8fv97N27VrWr19PdnY2hw8f5rnnnsNkMuH1eomLiyMmJoa9e/diNpvp6ekREycVdkdVVdWCoWwPorzzrXOIS6024YOjAK5evQogiK7BYFCkHkqPcCAQYGBggKmpKfr7+zGZTERHR4t6y+HDh8XmiU6nY3R0lFAohMFgQK1WMzk5SSAQoLe3F6/Xi06nE2KajY2Noi1wamoKtVqN3++nqalJSIIpenTHjx8X6Y3SzL+UDl4EjxaWstdwao0it2W32zlx4gTx8fGYzWaeeuopampqOHjwIGlpaVy4cIEPPviAf/7nfyYrK4vx8XFSUlJwOBwMDQ0RCoUIBoNMT08zNTWFJEkMDw+LOvTTTz/NrVu36O/vZ2pqCq/XiyRJpKWlYbfbOXbsGPX19bzyyiukp6cLfcbOzk5MJhO7d+8mJSWFgYEBSktLRaqv0IUA3G73glJV+Gf9JvCtu1qWWm2U4q7iEHfu3CmcyYkTJ5ifn+fJJ59cIL9+9epVVCoVzz//PNXV1Vy4cIFTp07h8XgYGhpiZmaGqakp0Q+q8MZycnJE/ScqKgqtVsvMzAyyLDM7O8vQ0JAQonU6nVitVpYvX8709DRHjx6lr6+PYDDI888/z8zMDB988AHnz5/nRz/60ZIRYYRm82hiKXtVfs/h4WGOHTtGdXU15eXlWK1WYmJiOHnyJKWlpVRXV5ORkUFvby+Tk5O4XC7MZjNut5tgMMjExAR+v5/4+HhcLhepqal4PB4kSQJujwaYm5tDpVLR3t5Of38/c3NzSJJEMBgUPETlnHw+H5988glJSUn09fXx3HPPYTQamZyc5KOPPkKlUlFdXU1mZibLli0DECITwWCQq1evMj8/j1qt/oyG4zeBb92VsdRqo2i0OZ1OOjo6hMimw+EQzfI3b94kGAzi9Xp59913kWWZsbExoqKiMBgM3Lhxg/Lyclwul1h14+LiiIqKorS0FK/Xy+joKAMDA4JSIEkSMzMzqFQqYVBarVbIsqtUKubn53E4HIyOjrJ9+3ahltPU1ITP52NycpLVq1dTWlq6pOFEyNmPJpayVyVN3rp1Kz/+8Y9Ft0dpaSmDg4OMj4/z3nvvkZiYyLFjx2hpaaGwsJD4+HgOHDjAqVOnGB0dpb29nbm5OYxGI4mJiYyOjgpubHR0NLIso9Vq0Wq1eL1ebt26hSRJxMTEEBUVxdjYGDabTbQJlpeXo1arcTqdZGRk0NPTw7Vr13jqqaeoqKjg9ddfF5Hnk08+SUdHB3l5eVy9epWqqirGxsY4fvw4JpNJUMi+yRa/x8Yh3ksEdCf5fbgdrre1tbFy5Ur0ej1nz56ls7OT6upq4WzOnz9PY2MjLS0tbNu2TUgkTUxMoFKpsNlsQpABwGg0Mjs7K0aTOhwOsfoCzM/PYzQakSSJgYEB1Go1JSUlzM7OEhcXx/DwMGNjY3i9XrKysrBYLIRCITo7O7l27RoHDx5EpVJx4sQJNm3axPbt2+/4PURoNo8ndDqdGE6miL76/X7i4uJobGykrKyMW7du4fF4sFgs9Pb2Mjc3J9StFaczNzfH8PCwWKhjYmKYmZnBYDAIebDVq1cTGxuL2+3GYDCIdtRQKMTMzAxarRa73Y5Wq2VycpJQKER8fLwYUWC1WikrKyM1NZXs7GxiYmKorKyH4vqEAAAgAElEQVQkEAjgdru5fv06N2/eJDMzk+LiYqGw/U3a7H1xiJIk7QH+H0ANvC7L8j8uelz69PGngRngh7IsX7sf763gXiIgh8PBn/70JwC+//3vk56ejsvloqWlRezK1tXV8fbbby8QRjCbzaxatYqenh727NlDVVWVEIx99913GRoaYmRkBJPJxOTkJCqVCrvdTnR0NPX19WKglSzLhEIh0tLSRC1G6e2Mjo4WIp63bt1Cr9ej1+vxer2MjIxw+vRp1q5dy5NPPsm1a9eQZRmfzyeK459Xc4rg8cBijU4lYly9ejXHjh2jra2NhIQEQe9KTk6mu7uburo6wfd77rnnRCaTnJwsepsBfD4f8/PzREdHEx0dzcTEBHa7HZVKhUqlwuPx4PP5RA1QmX00OTlJYmIic3NzhEIhMYP54sWLXL9+neTkZMrLy+np6eHmzZvs3LkTo9EohJM3btxIIBAgLi5uwbX3TZV8vvIrS5KkBv4J2AXYgSuSJB2RZbk17LC9wPJP/20Afvvp//cN9xoBKX2Z4c9X0mRFxOGFF14gPz8fq9Uqaozx8fH09PQwPj7O1atXBWfQZDIRGxvL7Ows0dHRIoUIBAL4fD5CoRBjY2PAbX4hwPT0NC6Xi1AoREJCAgkJCSI9mZ6eZm5ujpUrVyLLMv39/RiNRqanp1m1ahVFRUVkZmaSkZEhVES8Xi96vX7B/NyHqXE+gvuHuy1wycnJ5Obm0tbWhiRJrFq1itdff13sNrtcLrRaLbOzs6xfv55jx44RCAQIBoMUFRUxMjIibHVmZoa0tDTUajUzMzPMz8+LSZRzc3PY7XZmZmZYtWoVdrsdh8PBzMwMK1asQK/X09bWRnR0NE6nE5fLhdPpBG5T0C5cuMCFCxdYsWKF2HEOBAI88cQTn/ls31TJ5ytP3ZMk6QngV7Is7/709i8BZFn+h7BjXgVqZFn+06e3O4CtsiwP3+21v66pe0ulzOGPh3d46PV6bDYbZrNZ1GR+97vfMTExwZ49e2hubkaj0YgGeZPJJFZdpXhtNBoFpUDpAVXqhwDx8fGMjo6KORbt7e1itZ2fn8fv95OZmYnRaBRjHtVqNc888wxdXV0sX76cs2fPsmPHDgoKCgB4++23OXTo0IKm/wgeTdwtQgpvdZufn2d8fByn08m//uu/kpuby759+xgfH+fUqVP09vZitVqF8IhOp2NkZIT4+Hjm5uYwm80Eg0FaWlqA26NCly1bxsTEhGgJDAQCqFQqoqKiCAQCaDQaEhIS8Pv9SJKEwWAgPz+f6elpsrKySEtLY35+nps3b1JUVMRPf/pTmpqamJycZM2aNTgcDtLS0hgeHmblypWfUZz6vM//ZbDU1L370cucDgyE3bZ/et+9HgOAJEk/kySpQZKkBmU1ud9QyK1K5LdUz6SyKl2+fJnXXntN9HmWl5fzox/9iG3btjE5OYnNZsPpdLJ582ZiY2MZGhpCrVaj0WiYmZnB4/GI+bbKjpzf72dubo7k5GQh0RQdHU0wGKStrQ29Xs/c3Byjo6NoNBqysrKwWq1s27YNv99PXl4eFouFM2fOcPr0aeB2vfL3v/89v/71r4HbrXzBYJCzZ89GepYfcdyt91zJXqampvjrX/9KTU0NN2/epLq6mtjYWM6ePYter0eWZSFunJCQwHe/+13S0tLw+XzMzMwQGxvLyMgIHo9HOJ2UlBRMJhMGgwGNRkNUVBSSJKHT6bBaraSnpwvSf0pKCqmpqZSWliJJEitXrmRubg6dTkdGRgYWi4Xvfve7FBUVkZOTw6ZNm1i3bh3FxcVkZmayefPmOzpDuHM//teB++EQpTvctzjs/CLH3L5Tll+TZblcluVypRj7dWEpI3M4HBw+fJjh4WHKy8vR6/Xk5uZiNptFv6jC2D98+DB2u12kv7Ozs4RCISYmJkQdEW5vnsTGxhIbG4tWqyUmJoaUlBQyMzOJiYkRskqKYVVUVFBcXIzRaESv16PRaGhvb+fKlStoNBqampqYmZkhFApRXFxMVlYWO3bsICYmhtLSUvLz80lNTaW7u5vi4uIvXZiOTPJ7OBA+g2Tx76E8lp+fL2rboVCIzMxMMV70D3/4A/X19ezfv5+0tDRBn1FoOlNTU8iyzMzMDJOTk0RHR5OcnCzKNA6Hg/n5ecGXVVr6cnJyyMvLE0PS/H4/hYWFAPT09JCcnExWVhZNTU0sW7aMkpISent7efPNN/nrX//K1atXOX78OP/yL//C8PBdE8Y74n7b5/1wt3YgM+x2BjD0JY75xnE3jtfw8DBXrlxh06ZN9Pf3s2fPHtLT0/H7/eTk5DA7O8vNmzd54YUXxDyUc+fOCZVhtVotWvOSk5NF+97s7CySJGEymZAkia6uLgwGAzExMcLwxsbGkGWZ4eFhQfTu7e0lJSWFnp4eEVEmJyczMDBAYmIi169fFy1+N2/epLe3l9LSUiEiqqh03+sqG6HrPHgsFncI72tW7lc4rnA7mpIkiY8++kjIdM3OzpKTk8PLL7+MzWajubmZK1eu0NzcjNfrJSEhAY/HQ1JSEpOTk3i9XgKBANPT02zduhWLxSKaBBRhWIUvK0kSKSkpuFwuJicnReuqIiDR3d1NdHQ0+/btA25nR8XFxZSUlPDJJ58wOjoqZrpkZmbek53db/u8Hw7xCrBckqRlwCDwIvDSomOOAL+QJOktbm+meD6vfvhNYKnCtCLbpUgkAUKz7eLFi/zhD3/ghz/8IRUVFUxNTTEyMsLU1JSYQ3H48GEhoBkIBFi3bh23bt1idnZW1CSjoqJwu924XC4hFBsdHc3c3JxItefn5ykuLiY7O1sM9JmcnGR0dFQMCALEat/Y2EhycjIajUbMUXG73Zw/f57R0VFSU1M5cODAPRlOhK7z4LHYCSqRYnt7O62trWzZsoXExETa29upra0VfcZ2u53ExETS0tJoaGggFArR3t7Oxx9/zIULF4iOjhYshrS0NLq7u0UDgM/nIzY2lrm5Oa5cuUJCQgI+nw+LxSLa+RSRh9nZWQYHB9Hr9ZhMJmw2GxMTE8Dt68ZoNNLV1YXNZqO7u5tgMMiGDRuIjo6mq6uLvLw8nn/+eYqKiu7Zzu63fX5lhyjLclCSpF8AJ7lNu/m9LMstkiT9208f/x1wnNuUGxu3aTc/+qrv+3UgfDPlySefJCcnh97eXtFrGQwGOXfuHD6fj8HBQWpqanjxxRfJzs6mvr6e4uJiUSuJjY1lbGwMSZLo6enBbrcLZxcfHw/cpjZIkiSmmEmShNFoZG5uDovFglqtRpIkTp06hdFoJC0tDVmWWblyJQMDA9TV1fHyyy+TmJiIz+dDlmU2b94sRGIdDgetra0UFBQQCoXE6Ml7QYSu8+CxWNzBarXicDiEkpHiHG/evMmGDRtwuVz8r//1v3C5XLz00ktimqNS7lFq87Ozs0IUVq1Wo1KpuH79uqBy+f1+YmNjRftpXFwcOp0Ol8vF/Pw8aWlpxMfH09nZKeTqsrOzsdvteL1ecnNz+cEPfoDFYiEQCDAxMUF5eTlxcXF0d3eTnZ1NUVER69atE1HuvdYI77d93heBWFmWj8uyXCDLcp4sy//t0/t+96kzRL6Nn3/6+EpZlu//1vF9gLIS9/b20tHRIeSzFJKo0+kkNTWVv/u7vxMEVb1ej1qtJioqCpPJxNGjRxkfHycQCIiulNHRUSRJQqvV4vf7mZ6eJhQKkZKSQnR0NLOzs0xNTREIBCgsLCQ7Oxu9Xi8cZigUwuFw0NfXh8vlor29HYCqqipyc3MJBAKUlJSwY8cOwQ+rq6sDYMuWLWzcuJEtW7bgcrnuKCAbwcONO5U6lMFiigiDwqFVNiw2b95MUlISHo+H69evYzabeeaZZ2hqaqK+vl7YmDIZUhEiNpvNeL1eZFlGrVYLKpgkSURHR5OUlMQTTzwhevGjoqLIyspCq9XS399Pd3c3zzzzDCtXrqSgoAC3241KpUKn05GQkMDw8DAajUbwF81mM1evXuU3v/mNsGtYWBv8JuvYER5GGBYPz1Z2hBWxhM7OTrZs2YLRaOT1119Ho9Fw/fp1bty4wfT0NNeuXRPFZYDs7Gy8Xq/oFzWbzWKmxejoqNhM0Wg0aDQatFotXV1dJCQkoFarycrKEoN6lJ2/7OxsSktL0ev1nDx5kqamJjZs2EBMTAwlJSWkpqYSCATIy8sjMTFRcBAXj0iI4NGGx+NZIEASzqH9+OOPGRoaYu/evWJY1Pz8PADl5eWCsP3BBx8QCoUYGrpdzvf7/UxOTgIQFRVFXFycUHBXokZlWL1yzOjoKMnJyQwODgqlp4mJCYqLi3G5XAQCAREJTkxMkJubS2trq5gn/sILLzAwMMCFCxdEmQf+RjTfs2cPGo0mIv/1ILB4PsXg4CCXL1/GaDSi0WjYuHEjVquVvr4+5ufnWbt2LUePHmVsbIzi4mKWL1/OX//6V3Q6HZIkYbPZ0Gq16HQ6sfJqtVqioqKYmZkRvC643SqVmppKf38/arVazKhoaWnBaDQSHR1NaWkpBoOBdevWce7cOeB2jVAZkqVIJv31r38FEPNdFn+2CB5tKFGTIkCyePRFXl4ely5dori4WOgbTk5O8tZbb7Fnzx66uroIhUJYrVZ6enrEXJT4+HhCoRBarZbY2FiRzUxMTGA2mxdoIer1eoLBIGq1mtbWVmJiYrBarULTs6qqirS0NE6ePInH4+HMmTOUlJRQXV0NQE1NjSCCw+2Osbi4ONFMEI6I/NdDBqfTSWNjo1itpqamsNvtIrJTOkOUQvOtW7dYvny50DfU6/XCqQWDQb773e/yzjvvcOvWrQXv09fXR0xMDGq1WtQEDQYD0dHRREVF0dvby/bt2wkEAly4cIHx8XGsVis3btxgfn6e+Ph4Dh48KCTLItHg4wmFd6g4CSWdVIaVJSQksGrVKqHrOTU1RUNDAzExMVgsFnw+n+hRDgaD5OfnCwpNa2srOTk5ZGRkCH4r3HbCkiQxPT1NTEwMTzzxBKOjowwODiLLsqiZx8fHiwBgdHRU9DGvWLFCONWuri4heQfQ3d1NZWUlDQ0NHD58mJ/85CcUFRWJ1sSI/NcDQji9QcGePXvwer309/cLiovZbObll1/m0qVLon2ppKRECHT+y7/8CxkZGURHR3Pr1i3RXK/0JEuShMViET3LWVlZgu6Ql5fHrVu3MBqNgqtYVVXF0NCQGC7u8XhYt24d4+PjvPTSSxQWFgoNRbgdDer1etrb20XrXkT+6/FBeMSkzFjxeDzExcWxbt066uvrWblyJVqtlrKyMj7++GP+8Ic/kJyczKFDh3jllVe4evUqwWCQ+Ph4DAYDy5Yto7e3F7/fz8zMDL29vSICjIqKwuv1snr1aiE0IkmS4BxqNBpMJhPNzc309fUxNjaGy+VClmWGhobQ6XTs27cPu90O3E7bPR4PKpUKs9ksqGHDw8McOHBAbAo+iIwmcmWEIZzeAIhVWFHi0Gq1GAwGsXO7b98+oUq8evVqmpubxep67tw59Ho9a9euFSlJKBRicnKS8+fPEx8fz+7du+nt7RX6iaFQiGvXronGeqPRiFqtZmBgAJvNRiAQID09XSiVnDx5krS0NCoqKvD7/aLmefbsWVF3+fGPf0xpaWmET/gYIdxZJCYmsnPnTpxOJxaLhfn5eZxOJ+Pj45w/f56NGzdit9sJBAKkpqbS19dHQ0MD09PT/PSnP8Xn83Hu3Dk8Hg/JycnodDqxoZeTk0NPTw9qtRqTycTY2JjoWLHZbEIPIC0tTbAnioqKCAQCyLJMcXExV69e5cqVKyQlJVFeXk5DQwO7du1i9+7dQpFeKRtt3rz5G9U+vON3+8De+SHE4lqFMqtibm4OrVbLqlWrMBqN5ObmcvnyZfbs2UNxcTFnzpyhqamJrq4uLl++zPT0NIFAAEmSKCsrIzMzk46ODi5cuIBKpaKjowO1Ws2KFSswGAz4fD7RARAMBklJSaG0tBSbzUZ7eztjY2NER0ezfft2nE4nK1euxOfz8e/+3b9jw4bbGhkej4fW1lZyc3NJTEykr6+PqqoqMjIyhCxUeKdDJFJ8tBFOEZuamqKzsxOdTifGfxoMBk6fPs2NGzfIyckhOzub/Px83njjDQYGBoiOjiYxMRGTyYTVahWK77Is09nZyeTkJCUlJeTm5uJ0OklKShKR47Jly9iyZQsnTpygqamJqakp/v7v/56tW7fS0tJCdHQ0arWazs5O9Ho9oVCIFStWMDw8zPj4OG63m76+PgoLC7l8+bKIbvfv3//AbTJyRYRBWXnDh02dPn2aoqIiSktLSUpKoq6ujqSkJEKhkFCzVuZCJCUl0dDQQH5+Pr29vSJa7OjooKWlBVmWWbFiBU1NTRgMBvFaytjRuLg4MQYyKysLr9crulKKiop4/vnnuXr1KuXl5RgMBiE+oRS6CwoKqK+vB6CgoIChoSFu3LiBw+EQkuwOhyMSKT7iCJ8KWVhYKGg0Fy9eZO3atUKf8+DBg3R1dWEymfD5fCILyc7OJiEhgdLSUsbGxti+fTuDg4MkJibS399PcnKy4LwGAgFiYmJITk7G7/cLW3zxxRcJhUJcvHgRtVotpLzsdjurV6+mpaUFp9NJf38/SUlJZGRk4Ha7mZ+fx+VyCXVvo9EootsHMWVvMb51g+qXQjjXSUkv3W43AFqtloyMDFJTUykpKWF0dJTc3FyOHDnCqVOnmJ+fJxAI0NbWRlRUlJikl5KSwkcffYRWq2XlypX4/X6ioqLYsGED1dXVFBUV8eSTT5KdnS12n/Py8jCZTIyPjzMwMIDFYmFwcJCCggL8fj8HDhwQOnHKedpsNjGbeefOnVRUVIiC+uXLlwUFByKdJ48DXC6XmAppNptRq9Vikp7FYmHXrl2CL1hUVMSpU6cYGhoiGAySmZmJJEkMDg6KWSwJCQmYTCZWrVqFyWQiJSWFtWvXYjabefrppyktLcXj8TA2NkZ2djaZmZm8+uqrNDQ0UFhYSFZWFo2NjXR2dopWPY/HQ319PRaLhU2bNuF0OqmtrcVgMPDWW29x6tQpgsEgOp2Ovr4+dDqdcH53E7L4uhGJED/FUu1RSr0uMzNTOBGj0UhtbS1dXV1873vfIy0tjSNHjgie4PDwMB6Ph9HRUYaGhsjNzRU70B6PB4PBgMPhICkpSQzaUaLGDz/8kMnJSZKSkti2bRspKSnAbe3EX//613znO98Rop8bN24kMzOTgYEBcnJy6OzspLi4mNbWViYmJtDpdPT29ordcIjQbx5VhEdNiYmJol0PbkvsKzaqdCJVVFSgVqvp6+sjNjaWbdu20d/fj8/nIy8vT9iryWRieHgYWZYZHBwkNTWVrVu3olarGRkZob+/X7SRqlQqvF4v7e3tnD9/nhUrVrBt2zbOnz9PX18fZ86cYe3atZw+fRq9Xs8TTzzBSy+9hEqlYmRkhP3795ORkcG1a9d46623yM/Pp7KyksLCwgUdVA9y0Y44xE9xp/YoQPD4wkVWp6amOHPmDCaTiampKVwuFytWrKCqqgq1Wi3k2Ht6etBqtbhcLqKjo/nFL35Beno6p06dYuXKlZw8eVKMclSpVKjVaoxGIwkJCWRkZKDX61m2bBlOp5NLly6RmZnJ8ePHMRqN/PjHP8btdnPs2DHq6ur4z//5P7NlyxaxgXPkyBFeeOEFnn32WQKBAH6/PyIU+whDWbArKysFvUZZ5MKn0ynOyufzcfDgQV588UV2795NbGwsv/3tbxkaGqKsrAyj0cjly5c5ePAgFy9eJD09Ha/XS09PD2lpaSQmJmIwGIRIiMfjwWw2k5eXx/j4OPn5+UIJPioqCrPZzKZNm4iOjqa8vBydTsfevXtpbW0VStkrVqwgPT2d//gf/yO9vb1it7mjowOLxfJQcGYjDvFT3MuPkJ+fz/e+9z2OHj3Kn/70J5YvX05mZiYmk0nQGxISEgiFQmg0Gnw+H83NzezZs4esrCyys7PJzs4GbnezTE1NEQwGcTqdBAIBZmdniYqKor6+HlmW8fv9TExMMD8/T1FREVu2bGFoaIgLFy6wZs0aKisrWbZsmbhIKisrSUpKWhDJ/vznP6e0tPTr/Aoj+BqhLNjBYHDJGrCSShcUFIjBT8qIi8HBQdEq6na7iY+PZ2BggNjYWAoKCli1ahWXLl1iw4YNFBcXMzIygtPpRK1Wc/36dSYnJ8nIyKC7u1twHTUaDXa7nZ/85Cfs2rWL1NRUYmJiqKiooLa2lri4OCorK0lLS6O5uZm//OUvpKenU1RUhMFgEDJiD1MJJ+IQ7wHhaUtJSYmQ+9qzZw8lJSUMDw+TnZ1NbGwsZWVlvP/++7S2topd6rGxMWpra/H7/Wzbto3/8l/+CzabjbfffpuUlBScTidRUVHk5OSwYsUKhoaGMJvNSJJEYWGhoFhIksSvf/1rtFotoVCIZ599luvXr6PX67FarWL6WjAY5ODBg7jd7s+w/yN4tBC+4beUA1FS6bi4OIqKiggGg/T19YmI8uWXX+bMmTP8z//5PzGZTCIqU+hdikiDw+Ggvr6e/Px89Ho9TqdTiEAoAiFdXV0MDw8jSZIYG3DixAny8vLYt28fKpWKjz/+mJiYGDQaDdXV1eh0OvLz8xkcHOS9997j4MGDZGdnf2Y++oPky0Y2Ve4CRUdwcHBwwWaLy+XCarXyd3/3d/zyl7+kpKQEjUZDf38/3/nOd3j66adFsbmwsBCDwYBWq8XpdGI2mzGbzfT19ZGcnMzExARPP/00zz33HCtWrGDdunXk5eWhUql4+eWXkWUZnU5HYWEhe/bsYWJigvz8fH75y1/y0ksvER0djdfrvaOSjVLTLCsri6TLjwnupmmp0WiIi4vDZrMJhsR7770niNtWqxWVSkVMTAw5OTn09/dz/PhxMZReo9GwYsUKioqKmJycpK+vj8bGRgoKCti8eTOrVq0SraySJKFWqwF49913UalUlJWV4fP5MBqNImJctWoV8/PzaDQaSktL0el0ovPrTor4D3JDBSIR4l2hdAHA3wrXSgFYcTY6nY4LFy5QXl5OcXExMTExfPLJJ6xdu5a9e/eKuuDAwABVVVV0dnaKDpLR0VHq6urw+XykpqYSCoXYsWMH8fHx9PX1UV5ezpUrV8jNzRURXlxcHGq1muLiYpqbm5mdneXixYskJCRgsVg+U1960CtuBN8sbDYbb7zxBocOHRJdVgMDA+j1egYHB7HZbOzevZukpCQKCgqYn58XM5ZLSkoYGhri2WefJTY2lps3bzI4OEhMTAzx8fEMDQ3h8XiQZZn/9J/+E6FQiIaGBl577TX++Mc/Eh8fL6ToSktLMZvNtLS0MD09zZUrV4T4q8ViYfXq1dxJEf9BsyAiV8hdkJiYuKAvWJFZCgaDWCwWrFarcJIAHR0dYpe5traW0tJSDh48yM2bNzl58iRZWVkUFRWJCXs1NTWkp6fT1dXF2NgYBw4coK+vj4GBAXbs2IHZbBZ8Qq1WS1tbm1AXKSgowGAwsG3bNoxGI3a7Hb/fz40bNxbUlyIdKt8u5Ofn88orr5CTk4PX62VmZoZjx44JweJr164RGxvL6tWriY6OZv369QBcuXKFqqoqenp6mJycZO3atUIZ/ty5c2zfvh29Xk9xcTHd3d3Mzs5SXl7O6Ogo2dnZDAwMkJuby3PPPSdUa6ampnj//fcxmUysX79eOLn09HQOHTp0R6f3oFkQEYd4Fyg/jhK+K7VDhYy6f/9+4LYjrKyspKqqCr/fL6g6b731Frt376ahoYG6ujpCoRA/+clP2Lp1q6Dh7Nu3j8nJSex2O2vWrOHDDz/E6/UyPT3NkSNHRJHabrdjsViYm5sjISGBtrY2qqqqKC0tpb29nRMnTnDo0KHPrK4PesWN4P7jblMjNRoNFosFj8dDXV0d5eXlVFdXMzQ0RHZ2Njk5OZSXl7Ny5UrOnj1LMBhkfHwcj8dDfn4+6enp1NbW4vV6RW+0svhrNBqeeeYZrl+/TlNTE0NDQ7z55puoVCr279/Phg0bKCgooKGhAZ1OR05ODjt37qS7u1tkL8o5Kk7vYctgHvwZPGRY/AMtjrCKiorEChje4hd++8CBA0xPT9Pe3s7IyAgrV67kypUr9PT08PbbbwtFELfbTUdHB/Hx8VRXVyNJEna7XUiyt7a2UlRUJGZDNzU1sWrVKhobG7Hb7Tz11FM4HA5iYmI4dOgQRUVFn6kVPugVN4L7j8WlnPDfN5yeo3BpAQwGg5hdMjQ0xNTUFHl5eZw9e5aWlhby8vLQ6XRkZ2djNBoZGRlBlmVMJpPIkpRaZCgUEoPlo6KiyM7Opq2tjcHBQZYtW7ZAeELhwy5VwnnYMpiIQ1yExT/Q4ghLoTKEI1zAUjnOarVy4MABMcs5KSmJmpoaMYB+w4YN9PX1sX79elJTU7FarZw9e5bh4WFeeOEF1q9fz/DwMFVVVWg0GvLz87FYLMTFxTE/P09LSwsDAwP09vYCiD7QSJ/y44/FpZzFj4XbYXt7OxcvXhSyXa+88gp6vZ6amhoMBgM7duwQRGy9Xk9zczPBYJDGxkamp6eJi4tjz549BAIBMjMz2bRpE1qtVtDEysrKOHnyJMuWLWP9+vWYTCZhf4mJiSKLWqqE87BlMF95UP3Xia9rUP1iLJb9utcQ3u/3Y7PZhLL2hQsXKCwspKOjQ/zwwWCQ5uZmjh8/jt/v55VXXsFgMIj3CQaDdHd3c/PmTbZu3YrX68XtdmM2m6mrqyMvLw+NRiMENW02Gzk5OXg8HqGFB39T6HkYVtsIvlksjr4cDgc1NTUUFhaKoWRKP/uxY8eoqKgQSkhnzpzB5/NRW1tLeno61dXVYtPD6XRy+PBh+vr6+A//4T9QVlZGX18f7733Hvv372dmZkbUGk0m04JBZovP6WFJkb/OQfWPPL7qVr/CtuNXut4AACAASURBVFcEISorK8nPz1+gLgO3C94FBQVCZklJK8IpPR6Ph5GREU6ePMmpU6dwOp0UFhby/7P3rkFtneme728hAQIJhBBCSGCQQeaOjTHG2DiOExPbie046Vy7szOZ3rurp2rS82GmTs05U+dLz7epU6dqas/Zu7s6071n9/RlJ9lxd8cxiR3bad9wMGBs7ncM5iJACCGEQIgl6Xxwr7eB4Fvs2CbRv8plIS20pMW7nve5/J//8+c//5lf/OIX9PX1CZ6hTqcjPT0djUYjZqg8SbttBI8Wq9ex0Whk7969FBcXk5WVRXp6ujCKhw4dwmAwCCUki8VCU1MTRUVFmM1mLBaLYFE0NTURDofZuHHjimmOfX19zM/PU1paSnp6OomJiVRUVKwQaejq6uL8+fMr1vnjNoZ3QsRDZKWUUl9fH+3t7UId5nbHrkVtkWWZ2tpaCgsLyc/PF7u0EiI4nU7ee+89SktLef311/H5fOI1ZXKawWDAbDbT1dXFmTNnSExM5MCBA4KzpXC57vaZIvjuYfk69ng8t10PiqFaXhzU6/XU1tbS2tpKSUkJO3bsEIUVZW0v50AqUZFSzVaOg7+Gx8okwJKSEux2+13vrUeJiId4Byh/aEVTsKio6LZe1p28SaPRSGFhIa2trbS1tYlZtQp30W63s3fvXlpaWhgcHBT5E61WS11dHZ2dnaKdqbi4mO9///scOnQItVrN0NAQGzZsEMZwuTqPkq9RFm4E323cLeJR6GMVFRUcPHhQGE69Xs/09DQ9PT0MDg6ueI/la8zv9+NyuTAYDCJFpMjQ1dXV4XK5RBuhMgnwXu6tJwERD3EZ7sXTWuuY5V6gMjBc2X137NghcolGo5HR0VGh/6aEMG1tbfzqV7/i6NGjoohyP+eM6BxGAH9dE2sJQCzH7dbTxx9/jMfj4bnnnhNGTJZlUdFW1rIi7Aq35Oa8Xq+Q/V+ei19ODYL7z81/k7idhxgxiPeAu4UiayWOh4aGGBwcZNu2bfh8PmRZxu12C4kuZci40nO6OvyYmJgQPcg+n++ezvkkLbgIHj0eZA3cjtu4/HlloJXSgqpEK6vTRAqe5E36GwmZJUlKliTptCRJvX/533Cb4wYlSWqVJOm6JEmP38LdJ1YLsa4ORVb3lyoKNydPnhTT+c6cOUN9fT25ubkkJCSQl5dHR0cHLpcLjUZDfn4+g4ODnD9/nr6+Po4dO8Z7773HlStXOHHihFiUq88J3JakG8F3C3fqc76X301PTxfRhtK/rzyvFO+8Xi8ffPCBGEmqpIna29sZHR2lra1NzEh50ig194IH8hAlSfp/gOlwOPzfJEn6vwBDOBz+P9c4bhAoD4fDU/fz/uvFQ1wLfr+frq4uMdMZWEGNWR3WjI6OCiqE3W6nq6sLuCVGW1NTI5RBVuNJ3oUjeDJwN89x+esul4sTJ04AXyV9K2InCh2ssbFxBQnb4XDwu9/9jnfeeee2UnNf5176JvBNFVWOAr/+y+NfAy894Ps9kVB2Xo1Gc887sEajwWKxcO7cOc6cOYNGoxE7sGK8Vr+XIgHv8/lEEUWZnXK7c67HXTiCR4t7KbIoryukb6XYsvq4xsZGLBYL6enpXxFUzs/P55133rmj1Nzdoq3HjQf1EGfC4XDSsp/d4XD4K2GzJEk3ADcQBn4RDoffu5f3f1I8xK8LxUs0GAyigHI73I4cvvxxJByO4OvgfjzEOxX04Ktr8X7zluveQ5Qk6YwkSW1r/Dt6H+evCofDZcDzwLuSJO25w/l+LElSoyRJjWvppT1JWE59WQsej4f+/v4VvZy3w/L8z+0eRxDB18Hd1tDy11ev6eXe41rvc79NDV8n2nqUuKtBDIfD1eFwuHiNfx8DE5IkWQD+8v/kbd5j7C//TwJ/BCrucL73wuFweTgcLl9LL+1Jwt0Ww/JhVbcznHczqhFE8CixVrfLnVIy37aUzYPmEI8D7/zl8TvAx6sPkCRJK0lSgvIY2A+0PeB5nwjcbTEsJ3zfznA+boXgCCJYjrXETO7Vu1yO9brRP6hB/G/Ac5Ik9QLP/eVnJEmySpL06V+OMQOXJElqBuqBmnA4fPIBz/tE4F7D2TsZzm/bDhvB+sbDStGs140+Qsx+xIgQqCP4LuBJX+eRXuYnBOt154wggvvBei0GRgziI8aDhMiPOy/zuM8fwfrAel4nEYP4iHG3nfNOi+lxe5eP+/wRrA+s53USMYhPGO4mL/Y4vct7Of969g4ieDhYz4XCiEF8wnCnxfQgeZmHsWvfy/nXs3fwTeNum8W3ZTNZr/lDiBjEJw7f1GJ6VLv2evYOHjbu1PWxFiKbyeNHxCA+YjwuL+BhGNq1PruigLJcLmq9egcPG9/1ro/1iIhBfMRYz17AWp9dmRF88uTJdfmdvkk8rK6PCB4dIsTsR4wnnbB6J9xuwJaikZefn/+VAVgRRPAkIkLMfkKwnr2A1SrdSois0Wjo7+/H4/E85k/45GJ5uuF2qYd7eS6CbxYRgxjBfeN+c2MRrLxmyx8rRk8ZKt/V1cXc3JyY2rj8OkcM5DePiEH8DuPr3mD3mxuLYOU1W/5YMY4ARUVFdHR00NjYyK9//WvcbveK67ye88/rBZEV/B3D6vkZDzKP5X7yod92RfC7XYvl6Qb462hOo9FIZWUlAHa7HZPJhFarJSUlBbvdviInG/HEv3lEPMTvCJaHZsvnZ6y+wVZ7jX6/f8UkNYDR0VF+85vfcOHCBc6dO3dPHsvtQsb16vXcK8fwdl748vGeyoB3j8eD2WxGp9NRXFz8lQJVxBP/5hExiN9CrJXAVwwhsGI4kDJrV+ERTkxMrBh72tXVxc9+9jMxBRDA7XbT2trKtWvXKCoquqdWPr1ev2bIuB68njtdz9V5VK1Wu2IDuZ2hXD3Yafk1+DoFmAgeDiIG8VuItTwwYM1pfxMTE3zwwQccP36crq6ur9xkBoOB7OxsFhcXhdHMz8/nP/7H/8ibb765Yjj5WjfqWgbh68yMeZxG4E7Xc3UedXBwkF//+td0dXWt2Aj0ej2jo6MMDQ0xOjq6YoNYfQ3u5kGvV696PSDCQ/wW4n4mpU1MTFBTU0NOTg4ul4uqqqoV86JlWaatrY3Tp0+j1+s5evTobfONy2dEKzlKZbqaLMvU1dV97Xzl45w/fbfrufy40dFRlOFo/f397N27Vwx/P3HiBG63m6ioKF555RU0Gs2K67zWOWRZpq+vb0U+cT1zWZ8URHiI3yEsT+CvdeMs9zDMZjNHjx5lx44dFBYWYjQa1/TYdDodZWVlyLKM3+9f4a0p3ptWqyUnJ0e8funSJZEXU+ZRf93Q+HGG1vfi0Sobx8mTJ1Gr1QwMDJCXlyfCXr1ez7Zt29i9ezc6nQ6n07kiNXG76XYej4fu7u67cjwjYfTDQcQgfgtwu5zT7UIrpbKp3DxmsxmfzyduvOX9yaOjo9TV1ZGbm4vBYOBPf/oTv/nNb/jss89EiL18+PgXX3zBqVOnkGWZvLw8tFqtuOkVr/Hr3LRPekHB5XJRX1+Pz+cjMTGR3NxcZFmmtrYWl8slRtJu2LCBQ4cOARAIBHA6ncJgZmVlcePGDbq7u2lsbKSnp4fh4WHKy8tXbASr/66yLNPV1cX58+cjYfQD4slcXRHcF5bTZ4AVYetaXpUSov3ud78jOzubgwcPIssylZWVGI1GRkdH+ed//mdSU1PZuXMnHo+Hs2fPUlxcTFdXF/X19bz99tvU1NTg9/vJz88nKyuLsbExYmNjqaioQK1W093djSzLXL16lYMHD6JWq7l06RKVlZUrwvInGfdCF1KOO3DggPg+9fX1zM7OUl1dLY4pLy/H4XAA0N7ejlqt5sKFC2KD+OSTTxgYGCA1NZXh4WHS09NxuVy88847IuwG0Ov15OXlodfrxedob2+/Y4FreVX7Sd5YHjciV2UdQ7lZlyfogTuGlsqN0d3dzeXLl0WI5/F4qK6uxuVyMT4+Tm9vL5s2bSIhIYGSkhJ+9rOf0dfXR25uLhaLBVmWqa+vx+v1cuTIET766CNmZmZ46623KC4uFp9jOV1HuZEfNJ/4KLHWZlNeXs6NGzdwOBw8++yz+P1+/vVf/5W9e/dSWlqKLMts2LCB2tpaEhIShPHxer386le/Ijs7m8zMTI4fP05GRgZOp5PFxUUWFhbYt28fer2ezs5OSkpKaGhooKenB7PZzJUrVwDYsWMH3d3dmEwmkYfcu3evKNys1VeuiHAAHD58+Im/7o8LEYO4jrEWsXqtCu9yj8zlcvHHP/6Rnp4ejhw5gk6no6CggLq6OpxOJ83NzdjtdhITE+nt7WV8fJzKykq2bt2KxWKhra2NPXv24PF4yMjIAMDhcNDX18e+ffuwWCxMTExgNptF0ebgwYOYzWZcLhfd3d1UVlY+8VQbBau97MrKSrq6ujh+/Dgvv/wyRqORtrY2WltbCYfDmEwmbty4wfXr1xkeHsbr9QK3+Jx+v5+3336bqKgoJicniYuLo6Kigr6+Pjo6OggGgyQnJ5Oens6LL76I3W5n8+bNuN1ubDYbBoNB/H3Ly8tFigT+GjafOXOG/v5+3n33XbExKd/j4MGD4nEEayNiENcx1gqJlxtJ5XVZloVn43a7SUxMpKGhgaioKEpKSkhKSuLw4cPCm5ufn8fj8VBUVIRKpSIqKorExEQ2b96MzWajtrYWrVbLCy+8wMDAALOzs8iyzNjYGDU1Neh0OioqKgDo7u5m9+7dIq9ZWVm5rkK25VxNWZZxu92MjIzw9NNPU15+q0iZkJDAD37wA2w2G319ffzpT39i586dlJWVYbPZmJiYwOFw8MEHH3Do0CF6enoYHx9n7969HDhwgNjYWM6dO8eBAwfYuXMnWq1WVJU1Gg09PT1CSCMhIYFz586xbds2+vv7hed68uRJgsEge/fupbq6Grvd/pXvkZ6e/siv33rD+liVEawJpdCghMGric7Lb+by8nL6+vqoqalh9+7dbNmyhSNHjmC324WXodfrsVqtDA0NIUkSPp+PiooKDAYDc3Nz1NbWUlpayvj4ONu2bUOr1bJ9+3Zqa2vZtGkTBw4cQKVSMTIywoULFwgEAlRXVyPLMseOHUOr1fLSSy+tWaF9kmkkCldzaWkJlUrF1q1bcblc+Hw+fD4f586dAyA9PZ2JiQmeeeYZxsbGGB8fR6/Xc/nyZQ4dOsRbb71FTEwMExMTDA4O0tjYSGlpKRaLhcOHD9PR0YEsy1gsFpKTk7l58yalpaUUFhZSU1NDR0cHP/jBD4Bb/NDlm+HevXsZHBwkPz8fnU73uC7VuseTt/oiuC8ooVJ7e7vgvC3PD7lcLurq6sjKyqKxsZHq6mqCwSDz8/PExcVx48YNOjs7kSQJSZL48MMPGR0dJT4+ntLSUgYGBujr60OlUuH1eomNjWX79u18/vnn1NbW8tZbb60I12tra2lqauLll1/G5/NhMpkAhNe4Vrj2oD3V93KNvo7BVX5PlmV0Oh1ZWVkMDQ1ht9vJz89HlmWRv+vu7mZmZoaqqiqMRiMXLlzg8uXLjI+Pc/36dQoKCrBYLNTU1NDf38/3vvc9kpOTmZyc5H/9r//F+Pg4DoeD9PR0KioqOHbsGDU1NfzkJz/h4MGDlJaWAmCz2UhPT8dsNq/gJQ4PD3PixAnMZvOKUPlJ32yeNDzQFZIk6TXgp0ABUBEOh9dkUUuSdBD4e0AF/DIcDv+3BzlvBH+Fy+Wio6ODoqIi9Hq98BSVxa94jIODg7S1tZGVlcXU1BQ5OTnMzc1x6tQp9u3bx/DwMJ988gmBQICysjJSUlIIBoP4/X5++9vfsnfvXgAuX76Mz+fDZrMRDAb54osv8Hg87N+/n/b2dmRZxufzYbFYSE1NFZ/l0KFDgs6znEKj5MGUCvc3dY2+jsFdnoM9evQoer1+BdXlzJkzHDx4ELfbzc9//nOio6P5z//5P3Pjxg2am5sZGBhAp9ORkZHBtWvXaG9vZ9euXWzevJm0tDQ6Ojro6ekhFAoxMTFBRUUFzc3NJCcn89FHH2GxWDh//jwajYbBwUFKSkoYHBwUxG+lS8jlcuFwODh69Kjw+B+WgMd3DQ+6ZbQB3wN+cbsDJElSAf8IPAeMAA2SJB0Ph8MdD3ju7zwUY1JVVSWKFmvRWsxmM3Nzc6SmptLd3U1RURFqtZrc3FwWFxdpaWmhubmZ2NhYwXn78MMPsdvtvPrqq8TExNDS0oLFYiElJYXp6WmCwSCnT5/GZrPx2muvkZqayoULF7h69SoajYb5+XmuXLmCwWDAbDbjdDo5c+YMwWCQ6Oho3njjDUErUSrOwFcM+sPA/ZC6lxuT1ekH5fVjx46xY8cOpqencTgcyLJMTEwMGRkZDA0N8eWXX1JdXc3CwgKfffYZf/u3f8vCwgKBQIBAIMC//Mu/EB0dTX19PXv27OE//If/wNTUFAD/8A//wNLSEgkJCWzatIm6ujrUajVJSUlMTk4yOTnJ/v37aW1tBW4ZRaPRyLPPPis+5+qOofVSwHoS8ECrLhwOdwJIknSnwyqAvnA4PPCXY98HjgIRg/iAUIxJZWUlLpcLrVZ7W1qLWq1Gq9WytLTEqVOnqK2tZXZ2lr6+Ps6dO0dZWRmzs7Pk5ORw8+ZNFhYWaG9vZ8+ePezbt4+oqCguXrxIf38/kiQRDofZtGkTPT09XLx4kYGBARYWFlhYWKCwsBC4ZdwUoYMzZ84gyzJbt25laGgI4Cve4TflzayW3rrbNV3+GVb/ntvtpre3l/z8fObn52loaODAgQP8+3//79HpdLS3t7N582YSExPp7++noKCAcDjM7373O44ePcpvf/tbampqKCwsJCoqSoS+Bw8eZGhoiL/5m78hMzOThoYG4uPj+clPfoLFYiE2NpakpCS8Xi/JycnMzs5y/fp1pqamRKFKwWpDHvEM7x2PIqmQDgwv+3kE2PEIzvutx+oqcl5eHt3d3ZSXlwvirlJwcTqdoi2vsrKS6elpxsbGSExMxG6309vby8LCApcvX2b//v1MTk7S3d1NX18fR44cEf20TqcTm83Gn//8Z2ZnZ5mfn2dycpLk5GQqKyvZs2cPOTk5XL9+naGhIdra2njxxRfRarXs3LmT/Px8EXZOTEwIw614tI/bm1nexeP3+1eo2Xg8Hux2O++++y6SJFFXV0dZWRnhcJjm5maOHj1KVlYW77//Pmq1GpvNxgsvvMDIyAiBQIDPPvuM3t5ekpKSGB4eZteuXVy9epWuri6OHDnC5cuXGRwc5MUXX2T//v0EAgFGRka4evUqRqORv/mbvyEpKYlz586Rl5eHyWTi/fffR6fTsWHDhm+VvuTjwl2vmCRJZ4C0NV76v8Ph8Mf3cI613MfbKkpIkvRj4McAmZmZ9/D2310srzIriiomkwlZlunu7sZgMOB2u7l48SKzs7Po9XrOnj1LdXU1Wq2WuLg4CgoKGBkZYWhoCLPZTG9vLxMTE/T29pKTk0NfXx8LCwuUl5cTDodpbGwkHA7j9Xqx2WyoVCoWFxcZHx9nYGCAkpISnn76abRaLS6Xi7GxMUZGRrDZbCtIyidPnqS6uvqxG8DVUPqVlQ1mNRm6srISk8nE8PAwDoeDGzduMD4+zuXLl9m1axcbN24kKSmJmzdviur8uXPnRJohISEBlUpFWloaycnJxMXFUVVVRWNjIxcvXsTv9/Ozn/0Mr9dLOBzG5/ORkZHBli1buHHjBhs2bCAnJ4f6+no2b96M3W5nenqagYEBnn76aWRZ5uTJkxw8eDBCs/kauKtBDIfD1Q94jhFgw7KfM4CxO5zvPeA9uKV284Dn/tZjebeKx+NZ0SbW3t5OT08Pubm5tLS0MDY2hsfjQafT8eqrr+L1eunp6WFiYgKDwcDQ0BD5+fksLCyQlpaGyWTC6/Vy4sQJEhISiI6Oxmg0UlxczMLCAllZWYTDYcxmM0tLS5hMJtGfW1xcjCzLnD17FovFwscff0x/fz+HDh0iISGBYDCI2+2muLj4K7JXj1vRZrmXWF1dLbzXhIQEurq6mJycZNeuXTz//POcPHmSuLg4AoEAwWBQFDyUjeLatWu43W5SU1N5+umnqampYXZ2lszMTJxOJx6Ph8HBQbq7u3G73QDMzc0xOTnJjh070Ol0JCQk0NnZyQcffEBhYSHZ2dm43W5kWcZut/PJJ5/w3HPPrSj6LIff7/+KYk4Ea+NR+NQNwCZJkjYCo8CbwA8ewXm/E5iYmODkyZNs27ZNGD+TyYTb7ebYsWNYrVby8vLIy8vj/fff5/r16ywtLZGcnIzX6yUnJ4eYmBjsdjtarRan04nFYhFV68nJSVEJ1ev1tLW1YTAYsFqtnDp1ivHxcWJiYtBqtTzzzDMEAgFOnz5NMBjE5XIRDAbRaDQkJydTWFhIa2srBQUFVFRU0N3djcViWSGn/7g8xtXGWFGxVgpUarUat9vNhx9+yOuvvy6oL9nZ2fh8Pi5dusTU1BTHjx+npaUFp9OJSqVi9+7dtLe3ExcXR319Pe3t7RgMBkZGRoiNjSUYDPLb3/6WUCgkesJv3LiBz+djeHiYoqIikdIYHh5m27ZtNDU1sbCwwJdffilywLGxsWzbtg1AdAYpRt7hcPCb3/yGI0eOiPREBGvjQWk3LwP/H2ACaiRJuh4Ohw9IkmTlFr3mhXA4LEuS9BPgFLdoN/8UDofbH/iTR4AsyzidToLBIAaDgcLCQmpra5EkibKyMn74wx8iSZLII05NTQl6zPDwMCaTiZ6eHlJSUti0aZMojg0MDHDlyhW2bNlCb28vJpMJj8dDb28vycnJOJ1OLly4gMViQaPRkJqaSl9fH2fOnCE3NxebzSZC5fj4ePr7+1lcXMRisQBw6tQpqqqqVggUwF+7Qh5HDmx17lAp9gCcO3eO9PR0rl27hl6vR6PRMDExQWxsLAMDA+zZswetVsuvfvUrLl26JGaiFBQUcO3aNfr6+tDpdGi1WuFpLy0t4Xa7mZ6eJiUlhdjYWBYWFvjiiy8wm82CwF1aWorVauXQoUN89tlnXLhwgfT0dI4cOYLZbGZ0dBStVssbb7wBwPnz57FarSLnqXQoHTlyBIfDISTfIvzEtfGgVeY/An9c4/kx4IVlP38KfPog54rgq1B6g3ft2iXyRQaDAYfDQVNTExUVFdTX1zMyMsLY2BjXrl1j165dmM1m+vr6WFpa4vDhw1y6dEmIFYyPj4tq5vXr10lMTGRxcZHp6WmSk5Opqqri+vXrTE5OEh8fj8PhYG5ujl27dtHf38/w8DCyLGMymUhKSsLhcBAKhXjllVfIz8+nq6uLq1ev4vV62bhxIxaLRXDp7rXS/E3czKtzh0rLodFoJCcnh7//+7+noaGByspKzp8/z5kzZ0hJSeF//s//yX/5L/8Fm83GzMwMOp1OeMI+n4+FhQVCoRAzMzPk5OSwadMmoqJuqe41NTURDAbR6XRCQ9LpdBIKhcjJycHtdjM8PMzU1BSHDx8WFJ/4+HiMRiNer5fh4WHOnz9PYWEhqampmM1mjh8/TkpKCvn5+eI7KBSn1RP8IvzElYhsDesYWq0Ws9mMzWYThmF5In1xcVEQsQ0GAyUlJVitVlQqFaFQiNHRUcbGxkS1WKVSkZCQQGJiIrOzswQCAVQqFWazmZs3bxIfH8+nn36Kz+cjPj6epKQkZFlGpVLR0dGBy+XCZDKRk5NDd3c3hw4dYn5+nq6uLqanp/F4PJhMJioqKti1axfx8fEi73U/vLmHfTOvVg3S6/UrhBSCwSAej4eXX36Z73//+4yMjPD73/8es9nM5s2bMZlMnD17lp6eHnw+H62trdy8eVP8TQoLCxkYGKC9vR2tVoter0ev16PVasnIyBBdQoDwmKOjo3n77bfp7e3l7Nmz5OTkkJiYyPDwMCkpKUxNTfHRRx/x0ksv8e677+LxeDh27BhHjx7lb//2b7Hb7bed9AeRCX63Q8QgrhOsVTwZHBykpqaGlJQU0a6lhHyJiYmcPXsWg8HAs88+S29vL5999pnoyU1LS2NiYoLW1lbGxsYIBALYbDa0Wi0ej0eEdePj4wCkpaURFxfHzMwMcOuGmp6eJioqiqioKObm5lhcXESlUjEzM8OWLVuIjo7mypUrpKSkEB0djSzLwkgbjUaam5tRq9XY7fb74s097Jt5LQOreIu7d+9GpVKh0WhISEggKiqKvLw8srOzaWtrw+VyMTc3R0lJCZcuXWLbtm1s3ryZ+vp6ent7UavVPPXUU3R3d3Px4kXm5ubw+Xw4nU62bt1KcnIyZ86cYX5+nqioKPR6PTt37kSSJK5cuUJXVxd5eXksLCyg0+nYtm0bly5dIjY2lueee468vDxiY2OZnJxkaGgItVqNwWAQofHtPOgIP3FtqH76058+7s9wW7z33ns//fGPf/y4P8YTAafTyaVLl4iKiuLatWuYTCasViuZmZnCG1CO+5d/+RdOnDghjKHSlqfQZxYXF3G73aSlpZGdnU13dzcLCwsUFBRw8+ZNYmNjWVxcJBAIkJiYSCAQwGw2k5WVBUB8fDxzc3O43W7m5+dxu91ER0djtVrxeDwUFBRgtVqZnJxErVZTXV3Ns88+iyzL/Pf//t85deoUW7ZsYcOGDVy6dIm4uLgVXu7dEBUVhU6nE6Hng0Kj0WAymTAajeI91Wo1oVBIfC+r1crGjRtFeJqdnU1nZyf9/f2EQiHS09Pp6OigubmZ+fl54ZUvLi5y+fJlBgYGhBRYRkYGwWCQ8vJyAoEALS0t6PV6QdZWaFCzs7N4PB5SU1O5ePEi4XAYnU7H2NgYDQ0NTE9PI8syf/jDHwgEApSWlpKQkMCxY8cYHBwkPT2dhYUFNBrNQ7tW3xb81//6Xx0//elP31v9fMRDXCdQvCKFa6h4U8uJzooQQUlJCS0tLTz11FO43W5OnDjB+4xPpQAAIABJREFU5s2bKSoq4urVqyK5np+fT29vLzExMaSnp1NQUMDw8DAulwubzcbc3BxWq5WOjg56e3uZnZ1lYmKCcDiMwWBArVYzNTVFIBDA7/cTGxvL1NQUH3/8MWq1mi1btpCbm0tHRwdlZWW43W78fj8vvPAC27ZtY3p6mt7eXkZGRjAYDMLgPmqs5S15PB6uXLmCz+fj2WefZWZmhqSkJPr6+ujq6iI5OZmSkhJ6enqYnp7mxIkTuFwuYmNjiYmJwe/3Mz4+zszMDF6vF1mWCYVCYqSCx+OhubkZSZLQarUkJSXx/PPP8/nnnzM+Ps7i4iJRUVEEAgEkSWJgYIC5uTmMRiPz8/NMT09z6dIlEhMTqa6uxmq10tbWhk6nWyG/FskT3h8i28Y6gXLTajSaNUdWdnV18bvf/Y5f/vKXxMfH88Mf/pCsrCzOnz/P0tKS6EUuLS0VIWBPTw8OhwOVSoXb7ebs2bMkJiYSHx+PRqPB5/Nx/fp1ZFlGkiQcDgcJCQlkZmaSmppKOBwmFAoBEAqFcLvdxMTEoFKpiI+PZ35+nlAoxNjYGM3NzWRkZLBv3z5cLheTk5PcuHGDwcFBQVN5lLjbUCa9Xo/dbicuLg6DwUBlZSUbN27ktddeo7W1lX/8x3+kt7eXV199lVAoRG9vL1arlezsbMrLy0lKSqKjo4PFxUV0Oh12u53CwkJCoRAejweVSkVnZycTExNCMHZwcBC3243D4RB/B5VKhU6no7KyktnZWT7//HPS0tJIS0tjZmaGqKgo/H4/c3NzeDweDAYDR48epbi4GKPR+JVKfgR3RsRDXIdYS4BAuSkUKa+srCyCwaCQn9fpdPT396NSqZibm2NhYUEUZZKSkhgbGyM9PZ3+/n7MZjMzMzPExcURDoeZnZ3F7/ej0WjQarUMDQ2JMHNhYQFJkkhKSkKn06FWq7FYLExNTWGxWLDZbJw6dYrJyUlmZmY4ceIEnZ2dWCwWoqKiePXVV4WH+E0IO9wOdyrMKJJqPT09bN++HYDh4WEuXbrEyy+/jN1up7u7m/7+fpKSkgSnMBAI0NDQIIpIS0tLzMzMYLPZmJ+fJxwOI0kSGo0Gv9+PSqUSofn8/Dw1NTXCM/R4PMTFxeH3+2lpaSEpKQm1Wo0kSTQ0NFBeXs4Pf/hDZmZmmJmZ4caNG8TExOD1esnKyhKVe6VjSaE0Kd89QrdZG5Ersg6xlgCBLMv83d/9naBmKEWR7du3s3v3blpbW/n5z3/Ovn37sNvttLe3k56eztzcHNevXyc7O1tUnGVZZm5uDp1Ox8LCAouLi8iyzMLCAjMzM6jVapaWlgSB2GQyUV5ezvXr13E6nWRkZLC0tCTya1FRUWzcuJGLFy/S0tJCdHQ0TU1N5Ofnc/jwYTQajejHflTh3Z0KM8oEvYWFBdRqNadOnaKrqwun00l1dTWlpaXo9XpmZ2fx+XxotVpMJhM1NTXCS1aq7xqNBq/XSyAQYHJyEpVKJQzj3NwcsiyTnJxMdHS0ILKnpKSwYcMG3G63MLharZaysjKRP01LSyMlJYVPPvmEhoYGdu/eza5du+jo6BCplNW97quHkEXC6K8iYhDXIVZPXYNbIbXiGXzwwQeC31ZeXi6KJDabjevXr4t8X0JCgkj2z87OsrS0RGZmJsFgELil7LK4uEhycrLofY6Ojsbr9TI9Pc3c3BwxMTEsLCxw5swZPB6PmLuieEAAqamptLS0CGGJUCiEy+VCp9OJEZwul+sb1URcjbXUxhWPSa/XU1ZWBiBGAExMTPDss88K5fDm5mZ+//vfk5eXR1paGlarle3bt9Pa2srBgwcZHx/n008/xePxMD8/z+LiIgCxsbHMz8+jVqsJh8OCf5iQkEB8fDxer1cYQkmSCIVC2Gw2JEkiNjaWkZERMb1vfHyc6upqent7KS4uxmazYTQahTSYMkZgtfGP0G1uj4hBXCdYTrvp6+ujvb1dTF3z+/10dXVhMBiAW+rUeXl59Pb20tzcTDAY5KmnnqK8vJwvvviCDz/8kLy8PAoLC0UlWFHDDoVCogPC6/WKkE6WZWJjYzEYDDidTubm5khISMDr9aLVaklLSyMQCKDT6UTnjM1mw+PxEAqFsFqt6HQ6Xn75ZbxeL5988gm1tbUsLi6yf/9+QYRWRGPvFNY9TGK2y+VaoR5jNBrp6+ujqalJeHjLPd3/8T/+BwsLC6hUKlJTUwkEAsTGxoo8YE5ODiMjI0xMTAiDtrS0JDz26OhoYmJiiImJYXFxkWAwiCRJ4mdF/j8+Pp6xsTExVc/n8xEXF8fQ0BBffPGFoP+kpKRw4MAB3G43586dE+NeW1tbmZqaYmxsjM2bNwsxWSDiGd4BEYO4TqCEyXl5ebS0tGC1WkXF0uFw8N5775GVlUV5eTkHDhygr6+Pjz/+mMOHD+NyuRgcHGR8fFwYSFmWOXHiBFqtltjYWGZmZlhcXGRqagqtVksgEABuaV1OT0+TkJBAXFwci4uLSJJEMBjE5/MRFRXF0tISU1NTQt/Q5/ORmZnJs88+y+joqJC9/8Mf/sDExATT09Okp6cLQdqMjAzBn1SECDo6Onj66afXvHkfJjHbaDRSVFTE5cuXUalU7Nixg/b2drZs2cLc3BwpKSkYjUZmZmbQ6/WilQ7gyy+/pKmpCbVaTTAYZOPGjZhMJjIyMnC5XCwtLdHZ2Ul0dDSSJOH1ejEajUxNTeHz+YBbHmN0dDRxcXHiWipiEV6vl9TUVFQqFUePHsXlclFWVobL5SI9PV2kQvx+/wpRYOWaKF755cuXMRgMEfWbe0CEh7hOoBQxrFYr0dHR9Pf34/V66ejowGazYbVaSUlJ4dNPPxU3ZU5ODnFxcbS1tdHY2Igsy0KKSpZlhoaG8Pl8qFQqgsEg09PThMNhNBoNkiQJ704J7ZaWlhgZGWF2dpb4+HhkWSY7OxtJknC73cKThFth8tzcHGq1mo6ODrKzs0V4umfPHhYXFzl+/Dizs7NYrVbOnTvH8PAwWq1WDF23Wq24XK6v8OjW4g1+HSieptVqJSMjA7vdTkZGBhaLhYWFBY4dO4bH4+HixYtotVr27NnDhg0baG5u5ubNm4KHqNFoxEQ8xZgrG4/ynjdu3BDn9Pv9REVFYTKZKC4uZmxsjHA4LEjbfr9fbEhRUVFoNBqys7MZHBxk69atjI2NCWWcYDDIM888g0qloq6ujri4OFJTU0lJSSEtLY3ExEQGBwfFaNkIbuF2PMQI7WadYDntxm63Y7FYGBkZobCwEI1GI9rmXnjhBRobGzl//jzx8fFiOLlarebatWskJycLzcQDBw6we/duYmJi8Pl8IpQDBJ0Gbt2UarVa3PgGg4GkpCTS0tJQqVSMj4+jVqvJyckhPz+fzZs34/f7qaurIykpiVAoRENDAxaLhaGhIYaHh4mOjua1115Dq9XS3d2NSqUiJycHm83G3r17yc/PF+IEqyWtls9keRAonqbH4xHqNYrHbbPZOHLkCCqVijfeeIM333wTt9tNQkIC4XCY0dFRIVoRFxfH8PAwzc3NtLS0iPzs9PS00InMysrCarWytLQkRgnMzc2xtLSE0WhkaWkJjUaDSqVCr9cTCoWIiYlhamqKyclJzp49y/T0NE6nkyNHjiDLMr/97W85e/YsLpeLpqYmnE4ndXV1dHV1iY3JbDaLecy3oxjdCXejJ33bEAmZ1yE8Hg+Tk5OUlpaSn58PQG5uLvX19ZSVlZGYmChuwB/96EfIssyf/vQnpqeneemllwgGg3zyySfExsZSUFBAS0sLKpWKuLg4QqEQ3d3dorCiGEhFvzAhIYGSkhLcbrcQklXg9/vJy8sjLi6OYDDI3Nwc6enpwutLSEjAarUyNTVFVVWV+FyfffYZL730kgglH5Uc2Or3d7lcHDt2jN7eXt599112795NQUEBRqNR8Dzfeustqqur8Xg8omUxLy+PxcVFvvzyS/bs2UN0dDR9fX1C5FXRSlTSDUlJSej1eqampujs7CQcDgsx2Pj4eKxWK9evXwdu6SrKsszk5KQY3fDyyy/z+uuv80//9E/IskwgEBCK5U6nk5aWFgA6OjooLCzEYDCsGClxPznY75oIhBQOP7karOXl5eHGxjUH+X1noezYwAovaXR0lJMnT4r5vHV1dURFRbFlyxb0ej0Oh4PPPvuM2NhYfD6fCOmsVit1dXUi6R8VFUUwGCQmJga3241er2dxcVGEzUajkbi4OCYnJ0lPT0eWZUHuTk1NJTo6muTkZP7dv/t3NDQ0iKFTb7/9NhqNhqysLNLS0hgZGcHhcJCamsq1a9eoqqpCp9ORn59/WxHTb1qySpkK6Ha7V3wOv99PW1ubUPGZmpri9OnTJCQkMDY2RlFRkRB7PX36NF1dXeh0OhH+KvOc4+Li8Hq9xMTEEB8fj8fjEedNSUkhPT2dkpISEa4DxMXFkZmZiSzLVFRUMD8/T35+PjMzM8THx5OTk0NCQgLvv/8+r776KnFxcZSUlGCz2WhsbMThcLBnz54VQ8eWD6G6m5H7tsqESZJ0NRwOl69+/tvzDb+lWL0gl0+pW75AzWYzhw8fRpZlEcp5vV7+4R/+AUmSsFqt9Pf3Mzc3x9zcHCMjI1RUVIjwWZZl4uLikGVZiLsCYlqcVqslKiqK6elpEU4PDw+TlpYmJLJUKhVTU1OCT6eEiO3t7XR0dNDU1MQzzzzDM888w4kTJzh69Cjl5eXExMTQ2tpKTEyM0FhcC4/CW9FoNEIoQ6HjdHV18ctf/pLq6mquXLlCW1sbPp+P6elpAoEA09PTmEwm/H4/arWa+Ph40d+tVKGVzh+FpqT0JSv9zYpxnJ6eFs8BYoOZnp6mvb2dmzdvcvHiRUwmE2+99ZYgXn/ve98DwGKxYLfbRRRRUFAAILzgiYkJoepzL573d00EImIQn3CsNgJrhZHLjabf78dms5Gfn8/s7CwajYa5uTlCoRAWiwWn04nVaqWyspKtW7fyxz/+EbvdztLSEj6fj9nZWeLi4tDpdLhcLiwWC4ODg+ImVTiN8fHxxMfHCy+oo6NDKGNLksTIyAhut5vx8XF27dolCiYbNmwQYX55eTk+nw+Hw0Fubi52u/2ON+lyEVdZlh+6x7L8WsNfCcwJCQkkJCRw8+ZNQqEQzc3NxMTEkJuby9zcHH19feTm5lJbW0tvby86nY6ioiIaGhrQarVs2bKFgYEBcnJyGBoaYsOGDSwtLREbG4tarWZ2dlYI+SokeKW6PDMzw9LSErOzsyQlJREfH09eXh5ms5mxsTExyvS5554TRTZFDUmZsbJ8zOt3Kfz9OohUmZ9waDQaDAYDoVCI+Ph41Gr1V5ReFCUck8nE2NgY//zP/0xfXx8TExM89dRTlJWVCYNks9mYmpoSFeNr166hUqn4u7/7O9HfDLeKKorhU9S4FW8nJiaG1NRUQQRPTEwkJiYGl8vF7OwsWq2WmZkZXC4XoVCI5ORkNm3aJMRqjUajmBOtfK+RkZG7VkKjoqLEZECTySQ4e18XiuK4UsVeXr2Oj4/HZDKh1+sZGxvD5/NRVFREMBikpKQEs9ksDN3w8DCBQECkMubn56mqqmJ4eFhwFqempoiOjsbj8bBp0ybcbjfJycno9XpB64mOjhZ/c+VazMzMUFVVJcZC6PV63n77bSRJIiMjg8TERN544w02bdpEOBwmMzNTcEUVMYnZ2VlsNhuJiYniO61Vvf8uIaJ2s06xXMn5djv7cq8xNjaW7du309XVxfXr15EkiZdeegmDwcD4+Dijo6Ps27ePcDhMfX09KpWKoqIi8vLy+POf/yw8PGVIkqLSEgqFyMvLE16Z0iLm8/nweDwEAgEWFxfFZL2FhQXGxsY4cOAAXq+X3Nxcdu7cicfjYWhoiG3btiHLMo2NjVRWVmKxWO4phHuYhRaXy8XZs2exWq2UlpYKo7ycwDwxMUFPTw87d+7EYDCI7g+Hw8EHH3xAKBTi1VdfpbOzU/QvK22QwWBQ0JkSEhJwuVxERUXR1dUlvHGfz8fGjRvRarVs3LiRmzdv4nQ68fv9WCwWoqOjGRgY4Ec/+hFer5fLly+j0+lobW0lFApRXl5Oeno6XV1dXLlyhcOHD+PxeKipqWFubo4tW7Zw8uRJkpKSxDX+rhVK7gcRg7gOcDcjsDzPMzIyQnt7O+Xl5QSDQSEe+tRTT2EwGOjp6eEPf/gDLpeLN998k6KiIrZt20ZcXJwYHRAOh4mKiiI+Pp6lpSVkWRazgfV6PTabjaWlJSEoERsbS3x8vBit6XA4WFpaIjExkXA4TFFREZ2dndjtdjo6OsjKymJycpJNmzZ9pcqr5Epvl8x/mDkto9GI1Wrl+PHjOJ1O/vznP/PjH/+Y0tLSFcfs2LGDvr4+Ojs7KSkpobW1VUihvfjiixgMBmprawmHw2KeicvlIiUlBYfDgUajIS0tTYxbiIqKEl7/4uIiHo9H9Jhfu3aNzz//XOgYxsTE4PF4qK2tpbKykr179+J0OsnLyyMQCLBz504A6uvr8Xq9OJ1O8vPzKS0t5cSJE1gsFt555x0SEhLuS5X8u4qIQVwHuJ0RWMto2O123nnnHXw+H4ODg6SkpHDs2DEyMzP50Y9+RExMDM3NzRgMBmZmZmhraxPejGLk4uPjWVhYEDdlUlISs7OzpKWl4fP5GBsbE+MBrl69yo4dO0hMTGTLli3U1dVRWlqK2+0WqtE2m43q6mpmZmaorq4mNTVVjA9QOjZWey1382IeRvVTrVZTWVlJSkoKMTExDA8Pi/bH5ccorYZ79uwhIyODnp4erly5gsViwWAw0NfXxyuvvEJHRwdffvklTqcTWZbZsmULAGNjY5SVlTE6OipSGSqVCpVKJUQcWlpaOHfuHJIkiQFRinceDodpaGjg0qVLqNVq5ufnefHFFzGZTFy/fh2VSsW+ffvEWFmLxSI4jIpwrCzLog3wu1YouR9EcojrGMtzh0o+TZGIOnfuHCMjIwQCAaFdmJubK/J6Sh+z0vVw7do1JicnycrKEuMxo6KixO8pXLqZmRmysrKIiYnh/PnzLCwsIMsyOp2O5uZm6uvr8fv9pKSk0NHRQXFxMf/m3/wbqqqqiI6O5vz583z66adC5qq9vV0Ui5Z3n9ytG2Wt7/51oFarSU1NFfqHZrP5K+dLTExEp9MxMTHB4OAgnZ2dVFdXU15eTl1dHaOjo0xMTNDS0sLc3JxQKW9paRFDpRQxXJ/PJ5RwlJEB+/fvx2g0EgwG8Xq9JCcni7k3kiRhMBgErUmtVqPVavF6vRQVFdHT00N9fT3bt28nPz8flUolupZycnLIzc1FrVY/dJXx9Y5IDvFbiNWhz/Kugu3bt4upbR6Ph7y8PIaHhzl79iy5ubmcPn0atVotaBsvv/wyo6OjlJWVcfHiRQwGA8PDw+Tm5rJv3z76+/s5duwYarUaq9WKz+cjFArh9Xq5efOm8DDz8/NFvmz79u288sorGAwGRkdHuXHjBiMjI5hMJjZv3iyEB5Qk//14ew8r7FvuaSpe01rza3bv3k0wGOTnP/85AC+88ILoYZ6bmyM5OZmKigpKS0spLy9naWmJvr4+du3aRVNTE2fPnmV+fl5QcRITE9m4caMguM/OzuJ2u4mLi2NiYgK1Wo3f7xe8R6PRSHFxMVqtlvr6elHdnp6eJisri4SEBLq6urh06RITExNUVVUJ+tDtvu+3iVf4sBC5IusYq0Mfl8vFyZMnkWWZHTt2sH//fq5cuUJ2djYmk0l4QDMzM1y6dAmbzcbAwICoFNfX14tOFYVWMzAwwPj4OHq9nkAgIGSuTp8+TV5eHomJiczPz6PX68nIyGDTpk2cOXOGnJwc4uPj6enpob29nVAoRFNTE2NjYzz11FPCKCrqMu3t7ezdu1d8HyVkXi5a8E3kEtcKzZXncnJyuHr1KgcPHiQ9PR273U5FRQUlJSUAIh96/vx5MjMzeeONN8jMzOT3v/+9EM64ePEi+fn55Ofn09fXx9atWzl//jyzs7NER0eTlJREd3c3DocDv99PWVkZW7duxWAwcPz4cWZmZoTe5MaNGzl79izp6elYLBZeeOEFwUJwOBz867/+K16vlytXrmA0GlfkQu/0fSP4KyIG8VsEo9HIwYMHcTqddHZ2smnTJqqqqjAYDDQ2NgoO4NDQEC+99JKQEDMYDNy4cQOv18vBgweZnJykpaWFLVu2CG7h0tISZWVlgtqh0Wjo6OggJSWFkpISurq6KCwsZGxsDK/Xy4ULFygpKWHXrl10dXWxY8cOystvNQaYTCb6+/vZsGEDHo+Hjo4OioqKVnh7CufQ6XTS3d29wlg+KNZSHF/uZStD6pX+XcXzNpvNvPPOO8iyzIULF7BarczNzTE5Ocmf/vQnduzYIVIL3/ve95icnGR4eJjTp0+LkLiiogK3201bWxvT09NMT09jMBjIyckRrZQZGRlkZmayadMmrl69SkxMDNu3b6enpweVSsXTTz8txkEoofzJkye5ePEiubm5pKWlkZCQcNs1Eimo3B6RHOK3CFFRUSQmJpKSksLS0hKffPKJ6KLIycnB7/eLPN/i4qKgkij5s7y8PIqLixkYGMDhcFBZWUl/f7+Y/VFZWUlMTAzd3d0it6cQsOfn5/F4PILeEQwGCYVCpKamipnDk5OT7N27l+zsbBF663Q6UlNTyczMXOEBKpzDpqYmioqKyMzMfGj5r+X5RyU/qLy3w+GgpqYGg8FARkYGOp2O2NhY6urqhDp5fHw84XBYbBpGo5GkpCSysrK4ceOGEGcYGxujp6eH2NhYzGYzTqeTkpISoqKi0Gq1GAwGzGYzGRkZTE5OEg6H0Wq1WCwWMV4WbrVlLi4uEh0dzbZt25icnOTKlSvo9XohJBEOh1laWsJkMpGWlsbWrVvX5HRGcom38I3kECVJeg34KVAAVITD4TUbjyVJGgS8QBCQ1+ohjODrY3XOS/nf4XBQXFxMT08PhYWFfP7553R2dvLMM89gNBoJBALU1tZSVVUlVFMcDgfDw8NMTExw7do1/H4/+fn5BAIB6uvrhRd4+PBhXnjhBW7evMnS0hLnzp0Toy/r6urQ6XSUlpZSV1fH5s2bOX36NBkZGTgcDpxOJz09PZhMJmFk1oLSbfGw811385Lm5uaor68XOdby8nIx/7itrQ2bzSaODQQCpKSkUFRUxNjYGBaLhZ6eHux2O1euXGF2dhaTyYTT6eSNN94gEAjQ29uL3W7nueeeY3R0lKeeeoq2tjY+/PBD2tvbiYmJIT8/n9OnT5OTk4Pdbken0wni9p49e+jq6qK5uZnm5maeffZZvF4vP/zhD1fMT3mUM2q+LXjQK9UGfA/4xT0c+0w4HJ56wPNFsAZW57wUL+KNN95gw4YNzM/PY7PZOHToEImJifT29vLpp59SUFDA/Pw8drudYDDIZ599RlJSEikpKTz//POEQiE6OztJS0tjcHCQuLg4BgYGSElJYWRkhBs3bhAfH08oFCIzM5PNmzeztLTE4cOHyc/P5+bNm0Lj7/XXX8doNNLU1EQ4HKaqquq27YfKDfxN0UPu9L5ms5lXXnkFp9NJXFwc5eXlOJ1OGhoaMBgMnDt3jtdee42JiQlycnJITEwUxnViYoKuri5RHd60aROVlZXY7XYmJyfR6/Vs2LCB5ORkGhsb8Xq9SJKEWq1m48aNFBQUMD4+jtPpxGQykZubS1ZWFvn5+UK9KDY2FqfTSWtrKyUlJSwtLWEwGL6ycdyPgEMEf8UDGcRwONwJiJAogseD5ZP3AAwGA3v27BFkY7VajclkYmRkhCtXrvDMM8/gdrv58ssvSUpKwuVyCcPX09NDY2MjqampWCwWEhMT6ejoIBAI8P3vf5/FxUW2b98u1LerqqqER+VwOJifn8fn87F582Z27NjBpk2bGBoaEhXSwcFBCgoKRO5LUex5UpL9iu5jc3MzADt27KCpqYnJyUmmp6fFJEGz2UxtbS2Dg4McPnwYtVrNjRs3qKmpobS0lP7+fnQ6HYWFhXR3d9PW1kZ3dzevv/66EOK9ePEiVquV3/zmN7S2ttLd3U1xcTEFBQVs3bqV6elptFot586do6CggDfeeAO1Wk1GRgYFBQWMjIxw+PBh0tPThSFcHi1EcoX3j0flS4eBzyVJCgO/CIfDX4ndI/j6UDwev9/Pjh07MJvNeDweenp62LFjByaTCYC2tjaio6PZsmUL2dnZ/OpXv2JqaoqTJ0/S2NhIVVUVFRUVFBcX09XVhcPh4Pnnn6e1tZXe3l5u3rzJF198ISbOKR0qAwMDqFQquru7MZvNaLVarl+/jkajIS4uTmgK1tXV8b//9//m3/7bf4vb7SYYDLJr164VE+KehBtYKU4pjxMSEnA6nRgMBjEXW1G+BgRtaGxsjL179zI/P09ZWZlQKFda9ioqKmhtbaWhoYHU1FTefPNNgsEgn376KTt37kSR4tNoNMzOzrJhwwa8Xi9vvvkmNptNpBpSU1O5dOkSs7OzwhgrUAosSmX8TohQcL6Ku14FSZLOAGlrvPR/h8Phj+/xPFXhcHhMkqRU4LQkSV3hcPjCbc73Y+DHAJmZmff49t9dLF/UHo+H7u5uQWheHkbJskxxcTGdnZ2iAyU/P1/IdI2NjZGUlMTVq1c5cuQI+fn51NbWAmC1WsU/JWmfnJyMTqcTk/jq6urw+Xwi/Nu/f78QJOjp6cHj8VBeXs5/+k//idLSUnw+H06nk46OjrvmEh811Gr1CmOi0WiESo3SlifLsvAileerqqpWGE5ZlhkYGODzzz/HZDKRlJSERqMhHA7z/PPPY7fbBY1G6RsvKirizTffJCoqioaGBnbu3ElxcTEul4vGxkaKioqw2WwsLi5y7do1wfGE+x8e9aR45U8SHopArCRJ54D/43ZFlVXH/hSYC4fD/+/djo0IxN5VSn7cAAAL+UlEQVQdy3NFykQ+m82Gz+f7ys6vTOeTZZne3l4WFhb46KOPOHr0KJ2dnYyNjVFZWSkGH5WVlTE5OUlTUxPZ2dmiT1aSJD766CMxQiA6Olqoq6SmpnLo0CGKi4uFIV5L0PZ2zz+JWL7puFwuvvj/27uj2KbOK4Dj/1OyEAjGSy8QAlkTUJDBpcAIQgFSQQkiHUSbQNBuQxPSqCqkrd2kPWxTn/s0qZq0TUIttOMBNtFm1ZDIWhp1oVDNqHQK0JQEOW0o0ClkzGQoKVgO3x7i++06dcDBdhzb5/dCYpt7v3shJ+fe737nvP8+8+bNo7a21maMJSUldHZ2cuDAAbZs2UI0GiUYDFJaWmqLbLS3t+Pz+WhoaGDt2rW0t7cTiURYtWoV1dXVXL9+nerqaoaHhxkZGeH8+fM0NzcD2PuKjuPQ19dn/41jsZhtE9HS0mLHmErWV8wZ4ngFYrM+9y4i5SLic78GtjI6GaMywHup6WaIfX19SXuRuA/xdnR0sGTJEnbu3Mlzzz1HWVkZzc3NVFdX20bpS5cuZWBggM7OTqLRKFevXmVkZMSuM3722WdpaWlhzpw51NfX88ILL/Diiy+yffv2hJaXbrWeUChk+xu7P4ihUMi+P5V5e7g4jkNVVRVtbW189dVX9nzEYjH7GM3ly5ftn47j8Mwzz9iWpbNnz2b16tV8/vnnNDY2smbNGlsIYvPmzdy4cYPXXnuN06dPs379ekpKSmhtbeXQoUNEIhHOnTvHwYMHOXfunF1ds2XLFurr6/H7/RPqN5Op3jSFJK0MUUR2AL8D5gK3gE5jTLOILAAOGmO2ichi4O34XykBjhpjXk5l+5ohTkyyJWfe/+yxWIxTp07x5ptvsn//flatWmXbfs6cOZP29nYeffRRu9rl7t27zJ8/n82bN+M4jm185DiOLRQQDoe5cOECK1asSOjd4c66AgnFCrzv52N2MrbNgNsIyz2mzs5OOjo62LFjh71sjkQiXLx4kXnz5lFWVsaHH37IiRMn2LNnDyLCunXr7EqWjz/+mJkzZ7Jy5UqmT58OjGb2165dY9GiRYRCIduLu6mpyZYo00vficlKCwFjzNv8P9h5X/8S2Bb/+jNgZTr7UanxPk7iLcPvBso7d+5w+fJldu/eTV1dnc3Wenp6aGhoYPv27XblRUdHB5s2bWJwcJCzZ88ybdo0YPTh6l27dtHb28vatWtt9euLFy+ybNkyGhoa8Pv9dHd3217HLS0tdiLCDRz5WnHl5s2bnD17lmAwaDNG93aF2/nQvYcI0NrayowZM2yZrrfeeou2tjZKS0v54osvmD17NuFwGJ/Pl1AaLRqNcvr0aQDq6+ttK9Gmpia7L3dVjd/vJxAI4Pf7c3ZeCkX+/GpWD837nKL70O/Q0JBdK+zN6E6cOMHdu3dZunQpq1evpqSkhPb2dkSEjRs3UlZWhs/nsyte3B4ebge5qqoqBgcH6erqsj1b3JnjfA2CXo7jEAwG7bJHdzLIzdIaGhrsvbz+/n5mzZplz8OZM2dYv349IyMj9pfH+fPneeONN4DRwBeJRFi0aBGVlZV2dttdDugViUT49NNP2bhxI4At0pFs3bdKnXbdKzDJbpSPvZQuLy8nHA5TUVGR8Azb9evXOX78OIsXL8ZxHHp7e20vDreHiRvQvBMi3srTbjGGsZfuQN5cIru3Eerq6pI2vPKeY2Dc2xTez8ViMTvh1dfXZ4NZeXk5J0+eZHh4mOrqanspXVVVxZ07dzh27Bj37t2jubmZuXPnEgqFCAQCdHV18fjjj9sM3c0Yve1G1fhyNqmiJpebDXonVLxN7isrK+nr6+PIkSPcvn07ITg5jsOyZctsc6lNmzYl/IC/8847tjTVwoULbTB1HIcVK1Zw48YNBgcH7f68jeaTjWuqCofDHD58mHA4nPR972SEe1z9/f229L97K8Lt2RKLxeyE19DQEHV1dQSDQcrLyxkcHKS+vp6nnnqKNWvWsHfvXioqKjhz5gwDAwO2uZdbuNZd+dLY2EhFRcXXypdNlWc585VmiAUmlUcpxsuA+vv76ejoSMg8uru76erqIhAIJJTCGrsv+Hqm5L5WaBmil3sOrl69yqFDh9i1axe3bt2isbGRgYEBDh8+zJ49e+zD8d6MurS0lO7ubqLRKPv27aOmpiahpqW7ZHDdunU2O3SzP/cSPRAI0NPTo1nhBGlf5iKRyn06b+9hL8dxbFYIo8HQnSzx+XysXLnSZj7u+24dQ2/QC4VCX6tj6P6dfDDe+UnGu0poyZIl1NbWMmvWLNt/Zu/evcyYMcOuHnHPyYIFCzh69CiPPPIIQ0NDRCIRampq7PkLBAL09vby5JNP2l9O7uSNt7ey3+9PuE+r0qMBUVlj7xF2dXXxxBNP4PP5aG1tJRqNUlpaatfUeusYegu6NjY2EovFJtQjJd9VVlaydetWFi5caLPKkpISli9fbleSuNxeLm6f5eHhYRv03Bnj2trahP4ubiD1/hJK9kSBSo8GxAL3sKsRvNmiO1taU1PDlStX7PsbNmxI+Lz3/pVbP9H9fiqtVc4G77LJsQGqsrLSzjy7ysrKkla09m5nbPvZmzdvJi2mqzJH7yEWuP7+fk6dOkUwGExYQTIR3llqd1LkfllfNh8UnqrLzTI1rmT3Zb23HabisecjnWUuUt7n5h52htc7S+0uw3N/MJNlfdnMBqfqbHWmlsF5tzN2m6nswzspoyZOM8QikMnMItdZSq73PxG5GKsu40uNZohFLJOL+HNdECDX+09VLBaju7vb1kOcLIV+rzbbNCCqlOil2MRkYgLkYc55vvzCmKo0IKqUTNV7d5mQjWDvFuj1TmRNdD+FfM6nKg2IKiWFfCmWjcCTLFOb6H4K+ZxPVTqpooreZE1+5NOEUKHTpXtKjWOyypIVQvmzQqeXzEopFacBUak06Qx84dCAqFSadDa4cGhAVCpNOhtcOHRSRak06WRJ4dAMUSml4jQgKqVUnAZEpZSK04ColFJxaQVEEfmNiHSLyAUReVtEvjnO554WkR4RCYvIr9LZp1JKZUu6GeJ7wHJjzArgMvDrsR8QkWnAH4DvAEHgByISTHO/SimVcWkFRGPMSWOM+3h+CKhO8rG1QNgY85kxJgr8GfheOvtVSqlsyOQ9xB8Df0vy+kLgquf7a/HXlFJqSnngg9ki0g7MT/LWS8aYv8Y/8xIQA44k20SS18atOSYizwPPAzz22GMPGp5SSmXMAwOiMWbL/d4Xkb1AC9BkkhdXvAZ8y/N9NfDlffb3KvAqjNZDfND4lFIqU9IqECsiTwOvABuNMQPjfKaE0QmXJuA68BHwQ2NMVwrbHwCuPPQAE80B/p2hbeWLYjxmKM7j1mOemBpjzNyxL6YbEMPAdMAt8xEyxuwXkQXAQWPMtvjntgG/BaYBrxtjXn7onT78WM8lq5BbyIrxmKE4j1uPOTPSKu5gjKkb5/UvgW2e79uAtnT2pZRS2aYrVZRSKq6YAuKruR5ADhTjMUNxHrcecwZM6a57Sik1mYopQ1RKqfsqqoCYajGKQiIiu0WkS0TuiUhBz0IWYxEREXldRG6IyCe5HstkEZFvicjfReRS/P/2zzK17aIKiKRQjKIAfQLsBD7I9UCyqYiLiPwReDrXg5hkMeAXxphlQAPwk0z9WxdVQEyxGEVBMcZcMsb05Hock6Aoi4gYYz4A/pPrcUwmY8y/jDH/jH99G7hEhuojFFVAHGO8YhQqP2kRkSIkIrXAt4GzmdhewXXdy0AxiryTyjEXgQkVEVH5T0RmAa3Az40x/83ENgsuIGagGEXeedAxF4kJFRFR+U1EvsFoMDxijPlLprZbVJfM8WIUvwS+a4wZzvV4VEZ9BCwRkUUiUgp8Hzie4zGpLBARAQ4Bl4wxr2Ry20UVEIHfAz7gPRHpFJEDuR5QtonIDhG5BqwDTojIu7keUzbEJ8t+CrzL6E32Y6lUVMp3IvIn4B9AQESuici+XI9pEmwAfgRsjv8cd8YLyKRNV6oopVRcsWWISik1Lg2ISikVpwFRKaXiNCAqpVScBkSllIrTgKiUUnEaEJVSKk4DolJKxf0POojLstDhfPsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = ToyDataset()\n",
    "n_samples = 1 << 14\n",
    "n_gaussians = 6 \n",
    "X, yn = data.generate(n_samples // n_gaussians, 'gaussians', n_gaussians=6, std_gaussians=0.5, radius=4, dim=2)\n",
    "X = (X - X.mean())/X.std()\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(5, 5))\n",
    "plt.scatter(X[:,0], X[:,1], c='black', alpha=0.2, s=1.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.utils.data as data\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "X_train = torch.Tensor(X).to(device)\n",
    "y_train = torch.LongTensor(yn).long().to(device)\n",
    "train = data.TensorDataset(X_train, y_train)\n",
    "trainloader = data.DataLoader(train, batch_size=1024, shuffle=True) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Continuous Normalizing Flow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we show a minimal implementation of a standard *continuous normalizing flow* (`CNF`). This exercise showcases the flexibility of `torchdyn`: a `CNF` can be defined as nothing more than a wrap for any module, handling the additional dimension dedicated to the divergence propagation during forward and backward dynamics. This approach is natural as it allows the utilization of any other `func` variant to handle the data-dynamics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def autograd_trace(x_out, x_in, **kwargs):\n",
    "    \"\"\"Standard brute-force means of obtaining trace of the Jacobian, O(d) calls to autograd\"\"\"\n",
    "    trJ = 0.\n",
    "    for i in range(x_in.shape[1]):\n",
    "        trJ += torch.autograd.grad(x_out[:, i].sum(), x_in, allow_unused=False, create_graph=True)[0][:, i]  \n",
    "    return trJ\n",
    "\n",
    "class CNF(nn.Module):\n",
    "    def __init__(self, net, trace_estimator=None, noise_dist=None):\n",
    "        super().__init__()\n",
    "        self.net = net\n",
    "        self.trace_estimator = trace_estimator if trace_estimator is not None else autograd_trace;\n",
    "        self.noise_dist, self.noise = noise_dist, None\n",
    "        if self.trace_estimator in REQUIRES_NOISE:\n",
    "            assert self.noise_dist is not None, 'This type of trace estimator requires specification of a noise distribution'\n",
    "            \n",
    "    def forward(self, x):   \n",
    "        with torch.set_grad_enabled(True):\n",
    "            x_in = torch.autograd.Variable(x[:,1:], requires_grad=True).to(x) # first dimension reserved to divergence propagation          \n",
    "            # the neural network will handle the data-dynamics here\n",
    "            x_out = self.net(x_in)\n",
    "                \n",
    "            trJ = self.trace_estimator(x_out, x_in, noise=self.noise)\n",
    "        return torch.cat([-trJ[:, None], x_out], 1) + 0*x # `+ 0*x` has the only purpose of connecting x[:, 0] to autograd graph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above template also lends itself to a simple `FFJORD` implementation by a simple change of `jacobian_trace`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A \"correct\" solution of the dynamics ODE is often required for CNFs for accuracy in the divergence dynamics. This suggests the use of adaptive-step solvers such as `dopri5`, `dopri8` or `adaptive heun`. However, fixed-step solvers with a fine-enough grid `s_span` can be successfully employed as well, depending on complexity of the learned flows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = nn.Sequential(\n",
    "        nn.Linear(2, 64),\n",
    "        nn.Softplus(),\n",
    "        nn.Linear(64, 64),\n",
    "        nn.Softplus(),\n",
    "        nn.Linear(64, 64),\n",
    "        nn.Softplus(),\n",
    "        nn.Linear(64, 2),\n",
    "    )\n",
    "\n",
    "# cnf wraps the net as with other energy models\n",
    "# default trace_estimator, when not specified, is autograd_trace\n",
    "cnf = CNF(f, trace_estimator=autograd_trace)\n",
    "nde = NeuralDE(cnf, solver='dopri5', s_span=torch.linspace(0, 1, 2), sensitivity='adjoint', atol=1e-4, rtol=1e-4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Augmenter takes care of setting up the additional scalar dimension for the divergence dynamics.\n",
    "The `DEFunc` wrapper (implicitly defined when passing `f` to the NeuralDE) will ensure compatibility of depth-concatenation and data-control with the divergence dimension.\n",
    "\n",
    "Utilizing additional augmented dimensions is also compatible, as only the first will be used for the jacobian trace. Note that `Augmenter` concatenates augmented dimensions before (in the \"order\" sense) the input. CNFs utilize the first dimension (i.e `x[:, 0]`) to keep track of the divergence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = nn.Sequential(Augmenter(augment_idx=1, augment_dims=1),\n",
    "                      nde).to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "CNFs require the specification of a prior distribution in latent space. We use a simple isotropic `Multivariate Normal`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.distributions import MultivariateNormal, Uniform, TransformedDistribution, SigmoidTransform, Categorical\n",
    "prior = MultivariateNormal(torch.zeros(2).to(device), torch.eye(2).to(device))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Standard Learner. It is often useful to visualize samples during normalizing flow training, in order to identify issues quickly and stop runs that are not promising. For an example of how to log images using `PyTorch Lightning` and `Wandb`, refer to torchdyn's `benchmark` notebooks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pytorch_lightning as pl\n",
    "\n",
    "class Learner(pl.LightningModule):\n",
    "    def __init__(self, model:nn.Module):\n",
    "        super().__init__()\n",
    "        self.model = model\n",
    "        self.iters = 0\n",
    "        \n",
    "    def forward(self, x):\n",
    "        return self.model(x)\n",
    "    \n",
    "    def training_step(self, batch, batch_idx):\n",
    "        self.iters += 1\n",
    "        x, _ = batch \n",
    "        xtrJ = self.model(x)  \n",
    "        logprob = prior.log_prob(xtrJ[:,1:]).to(x) - xtrJ[:,0] # logp(z_S) = logp(z_0) - \\int_0^S trJ\n",
    "        loss = -torch.mean(logprob)\n",
    "        nde.nfe = 0\n",
    "        return {'loss': loss}   \n",
    "    \n",
    "    def configure_optimizers(self):\n",
    "        return torch.optim.AdamW(self.model.parameters(), lr=2e-3, weight_decay=1e-5)\n",
    "\n",
    "    def train_dataloader(self):\n",
    "        return trainloader"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A warning: the training process can take 1 hour or more depending on hardware. Following tutorials will show how to speed up CNF training through stochastic trace estimators and / or integral regularization terms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "\n",
      "  | Name  | Type       | Params\n",
      "-------------------------------------\n",
      "0 | model | Sequential | 8 K   \n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "726e479e744c47a280e8f3bbfdc3d7a0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "learn = Learner(model)\n",
    "trainer = pl.Trainer(max_epochs=300)\n",
    "trainer.fit(learn);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the Samples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sampling from CNFs is easy: we query the prior latent normal and then pass the samples through the `z -> x` CNF flow. To reverse the flow, we flip `s_span`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = prior.sample(torch.Size([1 << 14]))\n",
    "# integrating from 1 to 0\n",
    "model[1].s_span = torch.linspace(1, 0, 2)\n",
    "new_x = model(sample).cpu().detach()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then plot, samples, flows and density like so:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Data')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 4))\n",
    "plt.subplot(121)\n",
    "plt.scatter(new_x[:,1], new_x[:,2], s=2.3, alpha=0.2, linewidths=0.3, c='blue', edgecolors='black')\n",
    "plt.xlim(-2, 2) ; plt.ylim(-2, 2)\n",
    "plt.title('Samples')\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.scatter(X[:,0], X[:,1], s=2.3, alpha=0.2, c='red',  linewidths=0.3, edgecolors='black')\n",
    "plt.xlim(-2, 2) ; plt.ylim(-2, 2)\n",
    "plt.title('Data')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also visualize the flows from prior to the input data space using the `.trajectory` method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "traj = model[1].trajectory(Augmenter(1, 1)(sample.cuda()), s_span=torch.linspace(1, 0, 100)).detach().cpu() ; \n",
    "sample = sample.cpu()\n",
    "traj = traj[:, :, 1:] # scrapping first dimension := jacobian trace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1f422274288>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 2000\n",
    "plt.figure(figsize=(6,6))\n",
    "plt.scatter(sample[:n,0], sample[:n,1], s=10, alpha=0.8, c='black')\n",
    "plt.scatter(traj[:,:n,0], traj[:,:n,1], s=0.2, alpha=0.2, c='olive')\n",
    "plt.scatter(traj[-1,:n,0], traj[-1,:n,1], s=4, alpha=1, c='blue')\n",
    "plt.legend(['Prior sample z(S)', 'Flow', 'z(0)'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Great! You've seen how to train vanilla continuous normalizing flows in `torchdyn`. Next, we'll look at the *Free-form Jacobian of Reversible Dynamics* (FFJORD) variant proposed in [Grathwohl et al., 2018](https://arxiv.org/pdf/1810.01367.pdf)."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
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   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
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 "nbformat": 4,
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}
